GameScore Prediction#
#NORMALIZING THE DATASET
import csv
file_path = 'Games.csv'
games_data = []
with open(file_path, mode='r') as file:
reader = csv.DictReader(file)
for row in reader:
games_data.append(row)
for idx, game in enumerate(games_data, start=1):
game['GameID'] = idx
games_table = {}
for game in games_data:
games_table[game['GameID']] = game['GameName']
reviews_table = {}
review_id = 1
for game in games_data:
review = game['Review']
score = game['Score']
if (review, score) not in reviews_table:
reviews_table[(review, score)] = review_id
review_id += 1
game_reviews_table = []
for game in games_data:
review = game['Review']
review_id = reviews_table[(review, game['Score'])]
game_reviews_table.append({
'GameID': game['GameID'],
'ReviewID': review_id
})
consoles_table = {}
console_id = 1
for game in games_data:
consoles = game['Console'].split(', ')
for console in consoles:
if console not in consoles_table:
consoles_table[console] = console_id
console_id += 1
game_consoles_table = []
for game in games_data:
consoles = game['Console'].split(', ')
for console in consoles:
console_id = consoles_table[console]
game_consoles_table.append({
'GameID': game['GameID'],
'ConsoleID': console_id
})
with open('Games_Normalized.csv', mode='w', newline='') as file:
writer = csv.writer(file)
writer.writerow(['GameID', 'GameName'])
for game_id, game_name in games_table.items():
writer.writerow([game_id, game_name])
with open('Consoles_Normalized.csv', mode='w', newline='') as file:
writer = csv.writer(file)
writer.writerow(['ConsoleID', 'ConsoleName'])
for console, console_id in consoles_table.items():
writer.writerow([console_id, console])
with open('Game_Consoles_Normalized.csv', mode='w', newline='') as file:
writer = csv.writer(file)
writer.writerow(['GameID', 'ConsoleID'])
for row in game_consoles_table:
writer.writerow([row['GameID'], row['ConsoleID']])
with open('Reviews_Normalized.csv', mode='w', newline='') as file:
writer = csv.writer(file)
writer.writerow(['ReviewID', 'Review', 'Score'])
for (review, score), review_id in reviews_table.items():
writer.writerow([review_id, review, score])
print("Games Table:")
for idx, (game_id, game_name) in enumerate(games_table.items()):
if idx < 5:
print(f'{game_id}: {game_name}')
print("\nConsoles Table:")
for idx, (console_name, console_id) in enumerate(consoles_table.items()):
if idx < 5:
print(f'{console_id}: {console_name}')
print("\nGame-Consoles Table:")
for idx, row in enumerate(game_consoles_table):
if idx < 5:
print(f'GameID: {row["GameID"]}, ConsoleID: {row["ConsoleID"]}')
print("\nReviews Table:")
for idx, ((review, score), review_id) in enumerate(reviews_table.items()):
if idx < 5:
print(f'ReviewID: {review_id}, Review: {review}, Score: {score}')
Games Table:
1: Baldur's Gate 3 Early Access Review
2: Control: Ultimate Edition Cloud Version Review
3: Doom Eternal: The Ancient Gods Part 1 Review
4: Watch Dogs: Legion Review
5: Ring Of Pain Review
Consoles Table:
1: PC
2: NS
3: XONE
4: PS4
5: IOS
Game-Consoles Table:
GameID: 1, ConsoleID: 1
GameID: 2, ConsoleID: 2
GameID: 3, ConsoleID: 3
GameID: 3, ConsoleID: 1
GameID: 3, ConsoleID: 4
Reviews Table:
ReviewID: 1, Review: Early Access, Score: 6
ReviewID: 2, Review: Good, Score: 7
ReviewID: 3, Review: Great, Score: 8
ReviewID: 4, Review: Superb, Score: 9
ReviewID: 5, Review: Fair, Score: 6
#JOINING THE DATASET USING SQL
import sqlite3
import csv
conn = sqlite3.connect('game_database.db')
cursor = conn.cursor()
cursor.execute('DROP TABLE IF EXISTS games')
cursor.execute('DROP TABLE IF EXISTS consoles')
cursor.execute('DROP TABLE IF EXISTS game_consoles')
cursor.execute('DROP TABLE IF EXISTS reviews')
cursor.execute('''
CREATE TABLE IF NOT EXISTS games (
GameID INTEGER PRIMARY KEY,
GameName TEXT
)
''')
cursor.execute('''
CREATE TABLE IF NOT EXISTS consoles (
ConsoleID INTEGER PRIMARY KEY,
ConsoleName TEXT
)
''')
cursor.execute('''
CREATE TABLE IF NOT EXISTS game_consoles (
GameID INTEGER,
ConsoleID INTEGER,
FOREIGN KEY(GameID) REFERENCES games(GameID),
FOREIGN KEY(ConsoleID) REFERENCES consoles(ConsoleID)
)
''')
cursor.execute('''
CREATE TABLE IF NOT EXISTS reviews (
ReviewID INTEGER PRIMARY KEY,
GameID INTEGER,
Review TEXT,
Score INTEGER,
FOREIGN KEY(GameID) REFERENCES games(GameID)
)
''')
def load_csv_to_sql(csv_file, table_name, column_mapping):
with open(csv_file, newline='', encoding='utf-8') as f:
reader = csv.DictReader(f)
for row in reader:
mapped_row = {column_mapping[key]: value for key, value in row.items()}
columns = ', '.join(mapped_row.keys())
placeholders = ', '.join(['?'] * len(mapped_row))
sql = f"INSERT INTO {table_name} ({columns}) VALUES ({placeholders})"
cursor.execute(sql, tuple(mapped_row.values()))
games_mapping = {'GameID': 'GameID', 'GameName': 'GameName'}
consoles_mapping = {'ConsoleID': 'ConsoleID', 'ConsoleName': 'ConsoleName'}
game_consoles_mapping = {'GameID': 'GameID', 'ConsoleID': 'ConsoleID'}
reviews_mapping = {'ReviewID': 'ReviewID', 'GameID': 'GameID', 'Review': 'Review', 'Score': 'Score'}
load_csv_to_sql('Games_Normalized.csv', 'games', games_mapping)
load_csv_to_sql('Consoles_Normalized.csv', 'consoles', consoles_mapping)
load_csv_to_sql('Game_Consoles_Normalized.csv', 'game_consoles', game_consoles_mapping)
load_csv_to_sql('Reviews_Normalized.csv', 'reviews', reviews_mapping)
conn.commit()
cursor.execute('''
SELECT
g.GameID,
g.GameName,
c.ConsoleName,
r.ReviewID,
r.Review,
r.Score
FROM
game_consoles gc
JOIN
games g ON g.GameID = gc.GameID
JOIN
consoles c ON c.ConsoleID = gc.ConsoleID
LEFT JOIN
reviews r ON r.GameID = g.GameID
LIMIT 1000;
''')
result = cursor.fetchall()
for row in result:
print(row)
conn.close()
(1, "Baldur's Gate 3 Early Access Review", 'PC', None, None, None)
(2, 'Control: Ultimate Edition Cloud Version Review', 'NS', None, None, None)
(3, 'Doom Eternal: The Ancient Gods Part 1 Review', 'XONE', None, None, None)
(3, 'Doom Eternal: The Ancient Gods Part 1 Review', 'PC', None, None, None)
(3, 'Doom Eternal: The Ancient Gods Part 1 Review', 'PS4', None, None, None)
(4, 'Watch Dogs: Legion Review', 'XONE', None, None, None)
(4, 'Watch Dogs: Legion Review', 'PC', None, None, None)
(4, 'Watch Dogs: Legion Review', 'PS4', None, None, None)
(5, 'Ring Of Pain Review', 'PC', None, None, None)
(6, 'Pikmin 3 Deluxe Review', 'NS', None, None, None)
(7, 'Ghostrunner Review', 'PC', None, None, None)
(7, 'Ghostrunner Review', 'XONE', None, None, None)
(7, 'Ghostrunner Review', 'PS4', None, None, None)
(8, 'Disc Room Review – Getting Buzzed', 'PC', None, None, None)
(8, 'Disc Room Review – Getting Buzzed', 'NS', None, None, None)
(9, 'NHL 21 Review', 'XONE', None, None, None)
(9, 'NHL 21 Review', 'PS4', None, None, None)
(10, 'Noita Review', 'PC', None, None, None)
(11, 'Amnesia: Rebirth Review', 'PC', None, None, None)
(12, 'Genshin Impact Review – Direct Hit', 'PC', None, None, None)
(12, 'Genshin Impact Review – Direct Hit', 'PS4', None, None, None)
(13, 'Ikenfell Review', 'PC', None, None, None)
(13, 'Ikenfell Review', 'XONE', None, None, None)
(13, 'Ikenfell Review', 'PS4', None, None, None)
(13, 'Ikenfell Review', 'NS', None, None, None)
(14, 'Ring Fit Adventure Review: One Year Later', 'NS', None, None, None)
(15, 'Star Wars: Squadrons Review – Catch Me If You Can', 'XONE', None, None, None)
(15, 'Star Wars: Squadrons Review – Catch Me If You Can', 'PC', None, None, None)
(15, 'Star Wars: Squadrons Review – Catch Me If You Can', 'PS4', None, None, None)
(16, 'Mario Kart Live: Home Circuit Review – Making Tracks', 'NS', None, None, None)
(16, 'Mario Kart Live: Home Circuit Review – Making Tracks', 'NS', None, None, None)
(17, 'I Am Dead Review – Staying Alive', 'PC', None, None, None)
(18, 'FIFA 21 Review – A Goal Bonanza', 'PS4', None, None, None)
(19, 'Super Mario Bros. 35 Review – Mario Royale', 'NS', None, None, None)
(20, 'The Solitaire Conspiracy Review – Jack Of All Trades', 'PC', None, None, None)
(21, "Crash Bandicoot 4 Review – Platformer's Delight", 'XONE', None, None, None)
(21, "Crash Bandicoot 4 Review – Platformer's Delight", 'PS4', None, None, None)
(22, 'Kirby Fighters 2 Review – 2 Kirby 2 Furious', 'NS', None, None, None)
(23, 'Pendragon Review – Endless Legends', 'PC', None, None, None)
(24, 'Serious Sam 4 Review – The Fourth Encounter', 'PC', None, None, None)
(25, 'NBA 2K21 Review – Ball Another Day', 'PS4', None, None, None)
(26, 'Crusader Kings 3 Review – Pass the Duchy', 'PC', None, None, None)
(27, 'Spelunky 2 Review – Snakes On A 2D Plane', 'PS4', None, None, None)
(28, 'Mafia: Definitive Edition Review – An Offer You Could Probably Refuse', 'PC', None, None, None)
(29, 'Surgeon Simulator 2 Review – Surgical Imprecision', 'PC', None, None, None)
(30, 'Hades Review – The Long, Hard Road Out of Hell', 'PC', None, None, None)
(30, 'Hades Review – The Long, Hard Road Out of Hell', 'NS', None, None, None)
(31, '13 Sentinels: Aegis Rim Review – Wow, Cool Robot!', 'PS4', None, None, None)
(32, 'Super Mario 3D All-Stars Review – Shoot For The Stars', 'NS', None, None, None)
(33, 'Road To Guangdong Review – Are We There Yet?', 'PC', None, None, None)
(34, 'Vampire: The Masquerade - Shadows Of New York Review', 'PC', None, None, None)
(34, 'Vampire: The Masquerade - Shadows Of New York Review', 'PS4', None, None, None)
(34, 'Vampire: The Masquerade - Shadows Of New York Review', 'XONE', None, None, None)
(34, 'Vampire: The Masquerade - Shadows Of New York Review', 'NS', None, None, None)
(35, 'Othercide Review – Mother, May I', 'PS4', None, None, None)
(36, "Marvel's Avengers Review – Infinity War", 'PC', None, None, None)
(37, 'Tell Me Why Review', 'XONE', None, None, None)
(37, 'Tell Me Why Review', 'PC', None, None, None)
(38, 'Moon Review – The Bright Side', 'NS', None, None, None)
(39, 'Star Renegades Review – The Heat Of The Moment', 'PC', None, None, None)
(40, 'The Last Campfire Review – One Step At A Time', 'NS', None, None, None)
(41, "Tony Hawk's Pro Skater 1 + 2 Review – I'm A Superman", 'PS4', None, None, None)
(41, "Tony Hawk's Pro Skater 1 + 2 Review – I'm A Superman", 'XONE', None, None, None)
(42, 'Paradise Killer Review', 'PC', None, None, None)
(42, 'Paradise Killer Review', 'NS', None, None, None)
(43, 'Evergate Review – Ever Great', 'PC', None, None, None)
(43, 'Evergate Review – Ever Great', 'PS4', None, None, None)
(43, 'Evergate Review – Ever Great', 'NS', None, None, None)
(44, 'Madden 21 Review – Feels More Like An Update', 'PS4', None, None, None)
(45, 'A Short Hike Review', 'PC', None, None, None)
(45, 'A Short Hike Review', 'NS', None, None, None)
(46, 'Project Cars 3 Review – Into The Horizon', 'PS4', None, None, None)
(46, 'Project Cars 3 Review – Into The Horizon', 'PC', None, None, None)
(46, 'Project Cars 3 Review – Into The Horizon', 'XONE', None, None, None)
(47, 'Control AWE DLC Review – Haunted Oldest House', 'PC', None, None, None)
(48, 'Windbound Review – Against The Wind', 'PS4', None, None, None)
(49, 'Thousand Threads Review -- Post Secrets', 'PC', None, None, None)
(50, 'Spiritfarer Review – Purrrgatory', 'PC', None, None, None)
(51, 'No Straight Roads Review – Bangers And Smash', 'PC', None, None, None)
(51, 'No Straight Roads Review – Bangers And Smash', 'NS', None, None, None)
(52, 'Microsoft Flight Simulator Review – Max Altitude', 'PC', None, None, None)
(53, 'Next Stop Nowhere Review – Bugs On The Windshield', 'IOS', None, None, None)
(54, 'PGA Tour 2K21 Review – For Purists And Newcomers Alike', 'PS4', None, None, None)
(55, 'Dead By Daylight Review (2020) – Toying With Terror', 'PC', None, None, None)
(56, 'Mortal Shell Review – Stone Souls', 'PC', None, None, None)
(57, 'Skater XL Review – Too Little To Skate', 'PC', None, None, None)
(58, 'Battletoads Review – Middle-Aged Cartoon Alien Toads', 'PC', None, None, None)
(59, "Hyper Scape Review – 'Scape From The City", 'PC', None, None, None)
(59, "Hyper Scape Review – 'Scape From The City", 'XONE', None, None, None)
(60, 'A Total War Saga: Troy Review - My Kingdom For A Centaur', 'PC', None, None, None)
(61, 'Risk Of Rain 2 Review', 'PC', None, None, None)
(62, 'Fall Guys: Ultimate Knockout Review - Major Chaos', 'PC', None, None, None)
(62, 'Fall Guys: Ultimate Knockout Review - Major Chaos', 'PS4', None, None, None)
(63, 'Skully Review', 'PC', None, None, None)
(64, 'Umurangi Generation Review - Cyberpunk Snap', 'PC', None, None, None)
(65, 'Littlewood Review - Big Heart', 'PC', None, None, None)
(66, 'Horizon Zero Dawn Review', 'PS4', None, None, None)
(67, 'Grounded Early Access Review - Little Acorns', 'XONE', None, None, None)
(67, 'Grounded Early Access Review - Little Acorns', 'PC', None, None, None)
(68, 'Desperados 3 Review - Revolvers And Redos', 'PC', None, None, None)
(69, "Rock Of Ages 3: Make & Break Review - Let's Roll", 'PC', None, None, None)
(70, 'Beyond A Steel Sky Review - Foster The Future', 'PC', None, None, None)
(70, 'Beyond A Steel Sky Review - Foster The Future', 'IOS', None, None, None)
(71, 'Panzer Paladin Review', 'NS', None, None, None)
(72, 'Maid Of Sker Review - Backtracking Trip', 'XONE', None, None, None)
(73, 'Destroy All Humans Review - Two Arms, Two Legs, And An Attitude', 'XONE', None, None, None)
(74, 'Carrion Review', 'PC', None, None, None)
(74, 'Carrion Review', 'XONE', None, None, None)
(74, 'Carrion Review', 'NS', None, None, None)
(75, 'Necrobarista Review', 'PC', None, None, None)
(76, 'Ooblets Early Access Review', 'XONE', None, None, None)
(76, 'Ooblets Early Access Review', 'PC', None, None, None)
(77, 'Fight Crab Review - Battle Of The Bisque', 'PC', None, None, None)
(78, 'Rocket Arena Review', 'PC', None, None, None)
(79, 'Superliminal Review - We Need To Go Deeper', 'PC', None, None, None)
(79, 'Superliminal Review - We Need To Go Deeper', 'PS4', None, None, None)
(79, 'Superliminal Review - We Need To Go Deeper', 'NS', None, None, None)
(79, 'Superliminal Review - We Need To Go Deeper', 'XONE', None, None, None)
(80, 'Paper Mario: The Origami King Review', 'NS', None, None, None)
(81, 'Bloodstained: Curse Of The Moon 2 Review', 'NS', None, None, None)
(82, 'Ghost Of Tsushima Review - You Khan Do It', 'PS4', None, None, None)
(83, 'Story Of Seasons: Friends Of Mineral Town Review - When The Seasons Change', 'NS', None, None, None)
(84, "Superhot: Mind Control Delete Review - Hack 'N Slash", 'PS4', None, None, None)
(85, 'Death Stranding Review', 'PS4', None, None, None)
(86, 'CrossCode Review - A Lot Of Ambition', 'PS4', None, None, None)
(87, 'Deadly Premonition 2: A Blessing In Disguise Review', 'NS', None, None, None)
(88, "Marvel's Iron Man VR Review - Hot Hands", 'PS4', None, None, None)
(89, 'Ninjala Review - Gum Up The Works', 'NS', None, None, None)
(90, 'Mr. Driller Drill Land Review', 'NS', None, None, None)
(91, 'West Of Dead Review - Rogue-lite Cowboy', 'PC', None, None, None)
(92, 'Pokemon Sword And Shield Isle Of Armor DLC Review', 'NS', None, None, None)
(93, 'Slay The Spire Review - Trend Setter', 'IOS', None, None, None)
(94, 'Death Come True Review - Hotel Hell', 'NS', None, None, None)
(95, 'Crucible Review', 'PC', None, None, None)
(96, 'The Last Of Us Part 2 Spoiler Review - Dog Eat Dog', 'PS4', None, None, None)
(97, 'The Last Of Us Part 2 Spoiler-Free Review', 'PS4', None, None, None)
(98, 'SpongeBob SquarePants: Battle for Bikini Bottom - Rehydrated Review - Expired Nostalgia', 'PS4', None, None, None)
(99, 'Valorant Review - A Valiant Effort', 'PC', None, None, None)
(100, 'Skelattack Review - Bone-Dry', 'PS4', None, None, None)
(101, "Project Warlock Review - Wizard's First Doom", 'PS4', None, None, None)
(102, 'Disintegration Review - First-Person Strategy', 'PC', None, None, None)
(103, 'XCOM 2 Collection For Nintendo Switch Review - Close Encounters of the Bugged Kind', 'NS', None, None, None)
(104, 'The Outer Worlds For Nintendo Switch Review - Cosmic Haze', 'NS', None, None, None)
(105, 'Liberated Review', 'NS', None, None, None)
(106, 'Resolutiion Review - Do The Right Thing', 'PC', None, None, None)
(107, 'Those Who Remain Review - Little Staying Power', 'PC', None, None, None)
(108, 'Sea Of Thieves Review (2020) - A Voyage Finally Worth Taking', 'PC', None, None, None)
(109, 'Xenoblade Chronicles: Definitive Edition Review', 'NS', None, None, None)
(110, 'Minecraft Dungeons Review - Mobsters, Inc.', 'XONE', None, None, None)
(111, 'Maneater Review - Fish Are Food, Not Friends', 'PS4', None, None, None)
(112, 'Mortal Kombat 11: Aftermath Review - Friendship Never Ends', 'PS4', None, None, None)
(113, 'If Found Review - Call Me By My Name', 'PC', None, None, None)
(114, 'What The Golf Switch Review - A Swing And A Hit', 'NS', None, None, None)
(115, 'What The Golf Review', 'PC', None, None, None)
(115, 'What The Golf Review', 'IOS', None, None, None)
(116, 'The Wonderful 101 Remastered Review - Mob Mentality', 'NS', None, None, None)
(117, 'The Wonderful 101 Review', 'WIIU', None, None, None)
(118, 'Hatsune Miku: Project DIVA MegaMix Review - One More Time', 'NS', None, None, None)
(119, 'Rainbow Six Siege Review (2020) - Breaches And Cream', 'PC', None, None, None)
(120, 'Legends Of Runeterra Review - Much Ado About Nautilus', 'PC', None, None, None)
(121, 'Predator: Hunting Grounds Review - Muddied Up', 'PS4', None, None, None)
(122, 'Sakura Wars Review', 'PS4', None, None, None)
(123, 'XCOM: Chimera Squad Review', 'PC', None, None, None)
(124, 'Cloudpunk Review - Time To Fly', 'PC', None, None, None)
(125, "Streets Of Rage 4 Review - The Beat-'Em-Up Boys Are Back In Town", 'PS4', None, None, None)
(126, 'Rainbow Six Siege Review (2015)', 'XONE', None, None, None)
(126, 'Rainbow Six Siege Review (2015)', 'PC', None, None, None)
(126, 'Rainbow Six Siege Review (2015)', 'PS4', None, None, None)
(127, 'Gears Tactics Review - Plan The Work, Work The Plan', 'PC', None, None, None)
(128, 'Fallout 76: Wastelanders Review - A Disappointing Return', 'PC', None, None, None)
(129, 'Trials Of Mana Review - Trial And Error', 'NS', None, None, None)
(130, 'Treachery In Beatdown City Review', 'NS', None, None, None)
(131, 'In Other Waters Review', 'PC', None, None, None)
(132, 'Bleeding Edge Review - Underwatch', 'XONE', None, None, None)
(133, 'Final Fantasy 7 Remake Review - First Class', 'PS4', None, None, None)
(134, 'Animal Crossing: New Horizons Review - Island Getaway', 'NS', None, None, None)
(135, 'Persona 5 Royal Review - Hearts Of Gold', 'PS4', None, None, None)
(136, 'Resident Evil 3 Remake Review - Farewell, Raccoon City', 'PS4', None, None, None)
(137, 'Good Job Review - Office Space', 'NS', None, None, None)
(138, 'Corruption 2029 Review', 'PC', None, None, None)
(139, 'MLB The Show 20 Review', 'PS4', None, None, None)
(140, 'Call Of Duty Warzone Review', 'PC', None, None, None)
(140, 'Call Of Duty Warzone Review', 'PS4', None, None, None)
(140, 'Call Of Duty Warzone Review', 'XONE', None, None, None)
(141, 'Half-Life: Alyx Review - Catch These Hands', 'PC', None, None, None)
(142, 'Doom Eternal Review - Intelligent Inferno', 'PC', None, None, None)
(142, 'Doom Eternal Review - Intelligent Inferno', 'NS', None, None, None)
(142, 'Doom Eternal Review - Intelligent Inferno', 'XONE', None, None, None)
(142, 'Doom Eternal Review - Intelligent Inferno', 'PS4', None, None, None)
(143, 'Nioh 2 Review', 'PS4', None, None, None)
(144, 'Ori And The Will Of The Wisps Review', 'XONE', None, None, None)
(145, 'Mindseize Review - Familiar Territory', 'PC', None, None, None)
(146, 'Dota Underlords Review', 'LNX', None, None, None)
(146, 'Dota Underlords Review', 'MAC', None, None, None)
(146, 'Dota Underlords Review', 'AND', None, None, None)
(146, 'Dota Underlords Review', 'PC', None, None, None)
(147, 'Pokemon Mystery Dungeon: Rescue Team DX Review', 'NS', None, None, None)
(148, 'Wolcen: Lords Of Mayhem Review', 'PC', None, None, None)
(149, 'Bloodroots Review', 'PS4', None, None, None)
(150, 'Snack World Review', 'NS', None, None, None)
(151, 'Dreams Review', 'PS4', None, None, None)
(152, 'Granblue Fantasy Versus Review - Fighting Fantasy', 'PS4', None, None, None)
(153, 'The Pedestrian Review - Walk Before You Run', 'PC', None, None, None)
(154, 'Through The Darkest Of Times Review - Enemy Inside The Gates', 'PC', None, None, None)
(155, 'Kunai Review - Throwing Knives', 'NS', None, None, None)
(156, 'Kentucky Route Zero Review - Where The Streets Have No Name', 'NS', None, None, None)
(157, "Kingdom Hearts 3 Re:Mind Review - Don't Remind Me", 'PS4', None, None, None)
(158, "Lenna's Inception Review - Press Start", 'PC', None, None, None)
(159, 'Journey To The Savage Planet Review - A Pulpy Sci-Fi Romp', 'PC', None, None, None)
(159, 'Journey To The Savage Planet Review - A Pulpy Sci-Fi Romp', 'PS4', None, None, None)
(160, 'Frostpunk: The Last Autumn Review - Calm Before The Storm', 'PC', None, None, None)
(161, 'Dragon Ball Z: Kakarot Review - Mondo Cool', 'XONE', None, None, None)
(161, 'Dragon Ball Z: Kakarot Review - Mondo Cool', 'PS4', None, None, None)
(162, 'Unity Of Command 2 Review - Lifetime Supply', 'PC', None, None, None)
(163, 'Overland Review - Road Trip From Hell', 'PC', None, None, None)
(163, 'Overland Review - Road Trip From Hell', 'NS', None, None, None)
(163, 'Overland Review - Road Trip From Hell', 'IOS', None, None, None)
(164, 'Ace Combat 7: Skies Unknown Review - Head In The Clouds', 'PS4', None, None, None)
(164, 'Ace Combat 7: Skies Unknown Review - Head In The Clouds', 'PC', None, None, None)
(164, 'Ace Combat 7: Skies Unknown Review - Head In The Clouds', 'XONE', None, None, None)
(165, 'The Outer Worlds Review - Over The Moon', 'PS4', None, None, None)
(165, 'The Outer Worlds Review - Over The Moon', 'XONE', None, None, None)
(165, 'The Outer Worlds Review - Over The Moon', 'PC', None, None, None)
(166, 'Draugen Review - Mystery Loves Company', 'PC', None, None, None)
(166, 'Draugen Review - Mystery Loves Company', 'PS4', None, None, None)
(166, 'Draugen Review - Mystery Loves Company', 'XONE', None, None, None)
(167, 'Wattam Review - Forever Wondering', 'PS4', None, None, None)
(168, 'Supermash Review - Flop Jam', 'PC', None, None, None)
(169, "The Touryst Review - Life's A Beach", 'NS', None, None, None)
(170, 'Phoenix Point Review - The Life Aquatic', 'PC', None, None, None)
(171, 'Darksiders: Genesis Review - Lucy And The Horsemen', 'PC', None, None, None)
(172, 'Shovel Knight: King Of Cards Review - Royal Refinement', 'PC', None, None, None)
(173, 'Life Is Strange 2: Episode 5 Review - Beyond Good Or Evil', 'PS4', None, None, None)
(173, 'Life Is Strange 2: Episode 5 Review - Beyond Good Or Evil', 'PC', None, None, None)
(173, 'Life Is Strange 2: Episode 5 Review - Beyond Good Or Evil', 'XONE', None, None, None)
(174, 'Audica Review - Electronic Gun Music', 'PS4', None, None, None)
(175, 'Shenmue 3 Review - From A Forgotten Time', 'PS4', None, None, None)
(176, 'Blacksad: Under The Skin Review - Dog Days', 'PC', None, None, None)
(177, 'Planet Zoo Review - Spreadsheet Safari', 'PC', None, None, None)
(178, 'Sparklite Review - Shine A Light', 'NS', None, None, None)
(179, 'Star Wars Jedi: Fallen Order Review - A Good Feeling About This', 'PS4', None, None, None)
(179, 'Star Wars Jedi: Fallen Order Review - A Good Feeling About This', 'PS4', None, None, None)
(180, 'Pokemon Sword & Shield Review - Curry Favor', 'NS', None, None, None)
(181, "Layton's Mystery Journey: Katrielle And The Millionaire's Conspiracy Review - Merry Old England", 'NS', None, None, None)
(182, 'Need For Speed Heat Review - Getting Warmer', 'PS4', None, None, None)
(183, 'Mario & Sonic At The Olympic Games Tokyo 2020 Review - Gotta Go Fast', 'NS', None, None, None)
(184, 'Call Of Duty: Modern Warfare Review - Stay Frosty (Again)', 'PC', None, None, None)
(184, 'Call Of Duty: Modern Warfare Review - Stay Frosty (Again)', 'PS4', None, None, None)
(185, 'Red Dead Redemption 2 Review - Wild Wild West', 'PS4', None, None, None)
(185, 'Red Dead Redemption 2 Review - Wild Wild West', 'XONE', None, None, None)
(186, 'Call Of Duty Mobile Review - Boots On The Go', 'AND', None, None, None)
(186, 'Call Of Duty Mobile Review - Boots On The Go', 'IOS', None, None, None)
(187, 'Disco Elysium Review - Pure Dynamite', 'PC', None, None, None)
(188, 'Afterparty Review - Drink, Die, Repeat', 'PC', None, None, None)
(189, "Luigi's Mansion 3 Review - Mario Is Missing", 'NS', None, None, None)
(190, 'WWE 2K20 Review: Botchamania', 'PS4', None, None, None)
(191, 'Super Monkey Ball Banana Blitz HD Review - All Monkey, No Magic', 'PS4', None, None, None)
(192, 'Manifold Garden Review - Stairways To Puzzle Heaven', 'PC', None, None, None)
(192, 'Manifold Garden Review - Stairways To Puzzle Heaven', 'IOS', None, None, None)
(193, "MediEvil Review - Bones 'n Brawn", 'PS4', None, None, None)
(194, 'Felix The Reaper Review - Footloose', 'NS', None, None, None)
(195, 'Little Town Hero Review - Brat Country', 'NS', None, None, None)
(196, 'The Witcher 3 Nintendo Switch Review - The Last Wish', 'NS', None, None, None)
(197, "Killer Queen Black Review - 'Cause I'm Having a Good Time", 'NS', None, None, None)
(198, 'Ghost Recon Breakpoint Review - Faulty Reconaissance', 'PC', None, None, None)
(198, 'Ghost Recon Breakpoint Review - Faulty Reconaissance', 'XONE', None, None, None)
(198, 'Ghost Recon Breakpoint Review - Faulty Reconaissance', 'PS4', None, None, None)
(199, 'John Wick Hex Review - Tick Tock Wick', 'PC', None, None, None)
(200, 'Concrete Genie Review - Rubs Me The Right Way', 'PS4', None, None, None)
(201, 'Indivisible Review - Moving Mountains', 'PC', None, None, None)
(202, 'Neo Cab Review - Taxi Cab Confessions', 'PC', None, None, None)
(202, 'Neo Cab Review - Taxi Cab Confessions', 'NS', None, None, None)
(202, 'Neo Cab Review - Taxi Cab Confessions', 'IOS', None, None, None)
(203, "Destiny 2 Shadowkeep Review - Moon's Haunted", 'PC', None, None, None)
(203, "Destiny 2 Shadowkeep Review - Moon's Haunted", 'PS4', None, None, None)
(203, "Destiny 2 Shadowkeep Review - Moon's Haunted", 'PS4', None, None, None)
(204, 'Yooka-Laylee And The Impossible Lair Review - Uninvited Nostalgia', 'NS', None, None, None)
(205, 'Sayonara Wild Hearts Review - Falling Star', 'NS', None, None, None)
(206, 'Code Vein Review - There Will Be Blood', 'PC', None, None, None)
(206, 'Code Vein Review - There Will Be Blood', 'PS4', None, None, None)
(207, 'Untitled Goose Game Review - Saved By The Bell', 'PC', None, None, None)
(207, 'Untitled Goose Game Review - Saved By The Bell', 'NS', None, None, None)
(208, 'The Surge 2 Review - Out On A Limb', 'PC', None, None, None)
(209, '80 Days Review - A Man And His Fogg', 'IOS', None, None, None)
(209, '80 Days Review - A Man And His Fogg', 'PC', None, None, None)
(209, '80 Days Review - A Man And His Fogg', 'NS', None, None, None)
(210, 'FIFA 20 Review - Premier League', 'PS4', None, None, None)
(211, 'Dragon Quest XI Review - Nintendo Switch Definitive Edition Update', 'NS', None, None, None)
(211, 'Dragon Quest XI Review - Nintendo Switch Definitive Edition Update', 'PS4', None, None, None)
(212, 'Blasphemous Review - Darker Souls', 'PC', None, None, None)
(213, 'Greedfall Review - Lost In Another World', 'PC', None, None, None)
(214, 'NHL 20 Review - Smashed', 'XONE', None, None, None)
(215, 'The Legend Of Zelda: Link’s Awakening Review - A Respectable Remake', 'NS', None, None, None)
(216, "No Man's Sky Beyond Review - Reach For The Stars", 'PS4', None, None, None)
(217, 'Children of Morta Review', 'PC', None, None, None)
(218, 'AI: The Somnium Files Review - Eyes Love You', 'PS4', None, None, None)
(219, 'Borderlands 3 Review - Six Sirens, One God-Queen', 'PC', None, None, None)
(220, 'eFootball PES 2020 Review - A Winning Formula', 'PS4', None, None, None)
(221, 'Daemon X Machina Review - Tinker Toys', 'NS', None, None, None)
(222, 'Gears 5 Review - A Beneficial Mutation', 'XONE', None, None, None)
(222, 'Gears 5 Review - A Beneficial Mutation', 'PC', None, None, None)
(223, 'Divinity: Original Sin 2 Review - Switch Definitive Edition Update', 'PC', None, None, None)
(223, 'Divinity: Original Sin 2 Review - Switch Definitive Edition Update', 'PS4', None, None, None)
(223, 'Divinity: Original Sin 2 Review - Switch Definitive Edition Update', 'NS', None, None, None)
(224, 'Creature In The Well Review - Well-Placed Shot', 'PC', None, None, None)
(225, 'Monster Hunter World: Iceborne Review - A Very Ice Time', 'PS4', None, None, None)
(226, 'Knights And Bikes Review - Double Trouble', 'PS4', None, None, None)
(226, 'Knights And Bikes Review - Double Trouble', 'PC', None, None, None)
(227, 'Erica Review - Movie Night', 'PS4', None, None, None)
(228, 'Apex Legends Review -- A New Battle Royale Titan', 'PS4', None, None, None)
(228, 'Apex Legends Review -- A New Battle Royale Titan', 'XONE', None, None, None)
(228, 'Apex Legends Review -- A New Battle Royale Titan', 'PC', None, None, None)
(229, 'The Dark Pictures: Man of Medan Review - Drown And Out', 'PS4', None, None, None)
(230, 'Blair Witch (Game) Review - Prying Eyes', 'PC', None, None, None)
(231, 'Catherine: Full Body Review - One Step Closer To The Edge', 'PS4', None, None, None)
(232, 'Astral Chain Review - Anime Police Academy', 'NS', None, None, None)
(233, 'Telling Lies Review - Watch Carefully', 'PC', None, None, None)
(234, 'Ancestors: The Humankind Odyssey Review - Devolution Of The Species', 'PC', None, None, None)
(235, 'Control Review - An Action-Packed Paranormal Portal', 'XONE', None, None, None)
(235, 'Control Review - An Action-Packed Paranormal Portal', 'PS4', None, None, None)
(236, 'Life Is Strange 2: Episode 4 Review - Gotta Have Faith', 'XONE', None, None, None)
(236, 'Life Is Strange 2: Episode 4 Review - Gotta Have Faith', 'PC', None, None, None)
(236, 'Life Is Strange 2: Episode 4 Review - Gotta Have Faith', 'PS4', None, None, None)
(237, 'Remnant: From the Ashes Review - In My Sights', 'PC', None, None, None)
(238, 'Wolfenstein: Youngblood Review - Family Matters', 'PC', None, None, None)
(239, "Kill La Kill The Game: IF Review - Don't Lose Your Way", 'PS4', None, None, None)
(240, 'Etherborn Review', 'PC', None, None, None)
(240, 'Etherborn Review', 'NS', None, None, None)
(241, 'Warframe Review (2019) - Space Oddity', 'PC', None, None, None)
(242, 'Marvel Ultimate Alliance 3: The Black Order Review - Superpowered', 'NS', None, None, None)
(243, 'Night Call Review - The Full Fare', 'PC', None, None, None)
(244, 'Final Fantasy XIV: Shadowbringers Review - Dancer In The Dark', 'PC', None, None, None)
(244, 'Final Fantasy XIV: Shadowbringers Review - Dancer In The Dark', 'PS4', None, None, None)
(245, 'Dragon Quest Builders 2 Review - Building On A Strong Foundation', 'NS', None, None, None)
(246, 'SolSeraph Review - Play God', 'PS4', None, None, None)
(247, '198X Review', 'PC', None, None, None)
(248, 'Weedcraft Inc Review - I Got 5 On It', 'PC', None, None, None)
(249, "They Are Billions Review - Everyone's Invited", 'PC', None, None, None)
(250, 'Sea Of Solitude Review - Adrift', 'PS4', None, None, None)
(251, 'Super Mario Maker 2 Review - Make My Day', 'NS', None, None, None)
(252, 'Bloodstained: Ritual Of The Night Nintendo Switch Review - Less Lively', 'NS', None, None, None)
(253, 'Bloodstained: Ritual Of The Night Review - Not Dead Yet', 'PC', None, None, None)
(253, 'Bloodstained: Ritual Of The Night Review - Not Dead Yet', 'PS4', None, None, None)
(254, 'Samurai Shodown Review - Life Or Death', 'PS4', None, None, None)
(255, 'F1 2019 Review - Pole Position', 'PC', None, None, None)
(256, 'Judgment Review - Like A Tiger', 'PS4', None, None, None)
(257, 'The Sinking City Review - Draining', 'PS4', None, None, None)
(258, 'Imperator: Rome Review', 'PC', None, None, None)
(259, 'Mordhau Review - Medieval Times', 'PC', None, None, None)
(260, 'Cadence Of Hyrule Review - Groove is in the Heart', 'NS', None, None, None)
(261, 'My Friend Pedro Review - Vote For Pedro', 'PC', None, None, None)
(261, 'My Friend Pedro Review - Vote For Pedro', 'NS', None, None, None)
(262, 'Crash Team Racing Nitro-Fueled Review - Back With A Bang', 'PS4', None, None, None)
(263, 'Outer Wilds Review - Extraterrestrial Investigation', 'PC', None, None, None)
(264, 'Octopath Traveler Review: Divide And Conquer', 'NS', None, None, None)
(264, 'Octopath Traveler Review: Divide And Conquer', 'PC', None, None, None)
(265, 'Persona Q2 Review - You Oughta Be In Pictures', '3DS', None, None, None)
(266, 'Observation Review - Space Madness', 'PC', None, None, None)
(266, 'Observation Review - Space Madness', 'PS4', None, None, None)
(267, 'Dauntless Review - Whole New World', 'PS4', None, None, None)
(267, 'Dauntless Review - Whole New World', 'PC', None, None, None)
(268, 'Void Bastards Review - Genres Collide', 'PC', None, None, None)
(269, 'Trover Saves The Universe Review - Couch Potatoes', 'PS4', None, None, None)
(270, 'Blood and Truth Review - On The Move', 'PS4', None, None, None)
(271, 'Pathologic 2 Review - The Big Sick', 'PC', None, None, None)
(271, 'Pathologic 2 Review - The Big Sick', 'XONE', None, None, None)
(272, 'Anno 1800 Review - The Prettiest Spreadsheet', 'PC', None, None, None)
(273, 'Mortal Kombat 11 Review - The Right Fight', 'PC', None, None, None)
(273, 'Mortal Kombat 11 Review - The Right Fight', 'XONE', None, None, None)
(273, 'Mortal Kombat 11 Review - The Right Fight', 'PS4', None, None, None)
(273, 'Mortal Kombat 11 Review - The Right Fight', 'NS', None, None, None)
(274, 'Total War: Three Kingdoms Review - The New Romantics', 'PC', None, None, None)
(275, 'Travis Strikes Again: No More Heroes Review - Short On Heroics', 'NS', None, None, None)
(276, 'A Plague Tale: Innocence Review - Of Rats And Children', 'PS4', None, None, None)
(276, 'A Plague Tale: Innocence Review - Of Rats And Children', 'XONE', None, None, None)
(276, 'A Plague Tale: Innocence Review - Of Rats And Children', 'PC', None, None, None)
(277, 'Layers of Fear 2 Review - Ghost Ship', 'XONE', None, None, None)
(278, "Everybody's Golf VR Review - A Short Date To The Golf Course", 'PS4', None, None, None)
(279, 'Team Sonic Racing Review - Gotta Go-Kart Fast', 'XONE', None, None, None)
(279, 'Team Sonic Racing Review - Gotta Go-Kart Fast', 'PS4', None, None, None)
(280, 'Metro Exodus Review - Brand New Days', 'PC', None, None, None)
(280, 'Metro Exodus Review - Brand New Days', 'PS4', None, None, None)
(281, 'Whispers of a Machine Review - Hushed Greatness', 'PC', None, None, None)
(282, 'Darkwood Review - Welcome To The Forest, Meat', 'PS4', None, None, None)
(283, 'Rage 2 Review - Wasted Land', 'PC', None, None, None)
(284, 'Life Is Strange 2: Episode 3 Review - Choosing Sides', 'PS4', None, None, None)
(284, 'Life Is Strange 2: Episode 3 Review - Choosing Sides', 'PC', None, None, None)
(284, 'Life Is Strange 2: Episode 3 Review - Choosing Sides', 'XONE', None, None, None)
(285, 'World War Z Review - Zombie Zeitgeist', 'PC', None, None, None)
(286, 'Giga Wrecker Alt Review - Hunk Of Junk', 'XONE', None, None, None)
(287, 'Yakuza Kiwami 2 Review - Like A Tiger', 'PS4', None, None, None)
(288, 'Days Gone Review - Farewell, Oregon', 'PS4', None, None, None)
(289, 'BoxBoy! + BoxGirl! Review - Hip To Be Square', 'NS', None, None, None)
(290, 'SteamWorld Quest Review - Letting Off Some Steam', 'NS', None, None, None)
(291, 'Katana Zero Review - Slow-Motion For Me', 'PC', None, None, None)
(292, 'Cuphead Review - Rise To The Challenge', 'XONE', None, None, None)
(292, 'Cuphead Review - Rise To The Challenge', 'PC', None, None, None)
(292, 'Cuphead Review - Rise To The Challenge', 'NS', None, None, None)
(293, 'Falcon Age Review - High Flying', 'PS4', None, None, None)
(294, 'Pathway Review - Pulp Friction', 'PC', None, None, None)
(295, "Heaven's Vault Review - Come Sail Away", 'PC', None, None, None)
(295, "Heaven's Vault Review - Come Sail Away", 'PS4', None, None, None)
(296, 'My Time At Portia Review - Crop Circles', 'PS4', None, None, None)
(296, 'My Time At Portia Review - Crop Circles', 'XONE', None, None, None)
(296, 'My Time At Portia Review - Crop Circles', 'NS', None, None, None)
(296, 'My Time At Portia Review - Crop Circles', 'PC', None, None, None)
(297, "Hellblade: Senua's Sacrifice Review - The Power Of Empathy", 'PS4', None, None, None)
(297, "Hellblade: Senua's Sacrifice Review - The Power Of Empathy", 'PC', None, None, None)
(297, "Hellblade: Senua's Sacrifice Review - The Power Of Empathy", 'XONE', None, None, None)
(297, "Hellblade: Senua's Sacrifice Review - The Power Of Empathy", 'NS', None, None, None)
(298, 'Zanki Zero: Last Beginning Review - Attack Of The Clones', 'PS4', None, None, None)
(299, 'MLB The Show 19 Review - Bases Loaded', 'PS4', None, None, None)
(300, 'Tropico 6 Review - World Stage', 'PC', None, None, None)
(301, 'The Division 2 Review - National Treasure', 'PC', None, None, None)
(301, 'The Division 2 Review - National Treasure', 'XONE', None, None, None)
(301, 'The Division 2 Review - National Treasure', 'PS4', None, None, None)
(302, 'The World Next Door Review - Anime Angst', 'PC', None, None, None)
(303, 'Operencia: The Stolen Sun Review - A Journey Far, Far Away', 'PC', None, None, None)
(304, 'Sekiro: Shadows Die Twice Review - Steel Yourself', 'PS4', None, None, None)
(305, 'The Walking Dead: The Final Season Episode 4 Review', 'PC', None, None, None)
(306, "Yoshi's Crafted World Review - Imagination", 'NS', None, None, None)
(307, 'Hypnospace Outlaw Review - Weird World Web', 'PC', None, None, None)
(308, 'Baba is You Review - Game-Changer', 'PC', None, None, None)
(308, 'Baba is You Review - Game-Changer', 'NS', None, None, None)
(309, 'Ethereal Review - Stay In Your Lane', 'PC', None, None, None)
(310, 'Left Alive Review - No Will To Survive', 'PS4', None, None, None)
(311, 'Objects In Space Review - Adrift', 'PC', None, None, None)
(312, 'Devil May Cry 5 Review - From Zero To Nero', 'XONE', None, None, None)
(313, 'ToeJam & Earl: Back In The Groove Review - The Funk-Soul Brothers', 'PS4', None, None, None)
(314, 'Assault Android Cactus+ Review - Robots Rock', 'NS', None, None, None)
(315, 'Ape Out Review - Guerrilla Gorilla', 'PC', None, None, None)
(315, 'Ape Out Review - Guerrilla Gorilla', 'NS', None, None, None)
(316, "Kirby's Extra Epic Yarn Review - All Stitched Up", '3DS', None, None, None)
(317, 'Dead Or Alive 6 Review - Combat Ready', 'PS4', None, None, None)
(318, 'The Occupation Review - On The Clock', 'PC', None, None, None)
(318, 'The Occupation Review - On The Clock', 'XONE', None, None, None)
(318, 'The Occupation Review - On The Clock', 'PS4', None, None, None)
(319, 'Far Cry: New Dawn Review - Duct Tape Apocalypse', 'XONE', None, None, None)
(319, 'Far Cry: New Dawn Review - Duct Tape Apocalypse', 'PC', None, None, None)
(319, 'Far Cry: New Dawn Review - Duct Tape Apocalypse', 'PS4', None, None, None)
(320, 'Civilization 6: Gathering Storm Review - Weather The Storm', 'PC', None, None, None)
(321, 'Eastshade Review - A Brush With Nature', 'PC', None, None, None)
(322, "Trials Rising Review - It's A Gas", 'PS4', None, None, None)
(323, 'Devotion Review - House Of Horrors', 'PC', None, None, None)
(324, 'Anthem Review - Two Halves', 'PC', None, None, None)
(324, 'Anthem Review - Two Halves', 'XONE', None, None, None)
(324, 'Anthem Review - Two Halves', 'PS4', None, None, None)
(325, 'Tetris 99 Review - Embrace The Chaos', 'NS', None, None, None)
(326, 'Crackdown 3 Review - Man Of Steel', 'XONE', None, None, None)
(327, 'Jump Force Review - Shonen Through And Through', 'PC', None, None, None)
(327, 'Jump Force Review - Shonen Through And Through', 'XONE', None, None, None)
(327, 'Jump Force Review - Shonen Through And Through', 'PS4', None, None, None)
(328, 'Yo-kai Watch 3 Review - Tokyo To Texas', '3DS', None, None, None)
(329, 'Yakuza Kiwami Review - Back In Action', 'PS4', None, None, None)
(329, 'Yakuza Kiwami Review - Back In Action', 'PC', None, None, None)
(330, 'God Eater 3 Review - Aragami Hunter', 'PS4', None, None, None)
(330, 'God Eater 3 Review - Aragami Hunter', 'PC', None, None, None)
(331, 'Astroneer Review - New Frontiers', 'PC', None, None, None)
(332, 'Dragon Marked for Death Review - Dates With Death', 'NS', None, None, None)
(333, 'Sunless Skies Review - British Steam Power', 'PC', None, None, None)
(334, 'Wargroove Review - The Doggos Of War', 'NS', None, None, None)
(335, 'Etrian Odyssey Nexus Review - Where All Paths Cross', '3DS', None, None, None)
(336, "Jon Shafer's At The Gates Review - Fertile Soil", 'PC', None, None, None)
(337, 'The Hong Kong Massacre Review - I Know Gun-Fu', 'PS4', None, None, None)
(337, 'The Hong Kong Massacre Review - I Know Gun-Fu', 'PC', None, None, None)
(338, 'Downwell Review - Polished Boots', 'PC', None, None, None)
(338, 'Downwell Review - Polished Boots', 'PS4', None, None, None)
(338, 'Downwell Review - Polished Boots', 'NS', None, None, None)
(339, "Mage's Initiation: Reign Of The Elements Review - VGA Heyday", 'PC', None, None, None)
(340, 'Kingdom Hearts 3 Review - Clear Eyes, Full Hearts', 'XONE', None, None, None)
(340, 'Kingdom Hearts 3 Review - Clear Eyes, Full Hearts', 'PS4', None, None, None)
(341, 'Pikuniku Review - Delicious Morsel', 'PC', None, None, None)
(341, 'Pikuniku Review - Delicious Morsel', 'NS', None, None, None)
(342, 'Genesis Alpha One Review - Drifting Without Direction', 'XONE', None, None, None)
(343, 'Resident Evil 2 Review - RE-vived Nightmares', 'XONE', None, None, None)
(343, 'Resident Evil 2 Review - RE-vived Nightmares', 'PC', None, None, None)
(343, 'Resident Evil 2 Review - RE-vived Nightmares', 'PS4', None, None, None)
(344, 'Life Is Strange 2: Episode 2 Review - With Great Power', 'PS4', None, None, None)
(344, 'Life Is Strange 2: Episode 2 Review - With Great Power', 'XONE', None, None, None)
(344, 'Life Is Strange 2: Episode 2 Review - With Great Power', 'PC', None, None, None)
(345, "Mario & Luigi: Bowser's Inside Story + Bowser Jr.'s Journey Review", '3DS', None, None, None)
(346, 'The Walking Dead: The Final Season Episode 3 Review', 'PS4', None, None, None)
(347, 'YIIK: A Postmodern RPG Review - A Bit More Hipster', 'PS4', None, None, None)
(348, 'Double Cross Review - Combat Woes', 'NS', None, None, None)
(349, 'Vane Review - In Vain', 'PS4', None, None, None)
(350, 'The Eternal Castle Remastered Review - Vivid Flashbacks', 'PC', None, None, None)
(351, "New Super Mario Bros. U Deluxe Review - It's-A-Me, Again!", 'NS', None, None, None)
(352, 'Below Review - Deep Down', 'XONE', None, None, None)
(352, 'Below Review - Deep Down', 'PC', None, None, None)
(353, 'Bury Me, My Love Review - Trials And Tribulations', 'NS', None, None, None)
(354, 'Battle Princess Madelyn Review - Halfway There', 'NS', None, None, None)
(355, 'Super Smash Bros. Ultimate Review - Me And You And Everyone We Know', 'NS', None, None, None)
(356, 'Gris Review - Seeing In Color', 'PC', None, None, None)
(357, 'Monster Boy And The Cursed Kingdom Review - Fit For A King', 'PC', None, None, None)
(357, 'Monster Boy And The Cursed Kingdom Review - Fit For A King', 'XONE', None, None, None)
(357, 'Monster Boy And The Cursed Kingdom Review - Fit For A King', 'PS4', None, None, None)
(357, 'Monster Boy And The Cursed Kingdom Review - Fit For A King', 'NS', None, None, None)
(358, 'Thronebreaker: The Witcher Tales Review - Queen Of Hearts', 'PC', None, None, None)
(358, 'Thronebreaker: The Witcher Tales Review - Queen Of Hearts', 'PS4', None, None, None)
(359, 'Desert Child Review - Burning Fuel', 'PC', None, None, None)
(359, 'Desert Child Review - Burning Fuel', 'PS4', None, None, None)
(359, 'Desert Child Review - Burning Fuel', 'XONE', None, None, None)
(359, 'Desert Child Review - Burning Fuel', 'NS', None, None, None)
(360, 'Earth Defense Force 5 Review - Another Bug Hunt', 'PS4', None, None, None)
(361, 'Ashen Review - Relationship Souls', 'XONE', None, None, None)
(361, 'Ashen Review - Relationship Souls', 'PC', None, None, None)
(362, 'Artifact Review - Play Your Cards Right', 'PC', None, None, None)
(363, 'Just Cause 4 Review - Mildly Wild Ride', 'PC', None, None, None)
(364, 'Big Bash Boom Review: Stiff Wickets', 'PS4', None, None, None)
(365, 'Cosmic Top Secret Review - Declassified', 'PC', None, None, None)
(366, 'Darksiders 3 Review - Soils-Like', 'PS4', None, None, None)
(367, 'Persona 5: Dancing In Starlight Review - The Shujin Shuffle', 'PS4', None, None, None)
(368, 'Persona 3: Dancing In Moonlight Review - A Spotlight In The Dark Hour', 'PS4', None, None, None)
(369, 'Beat Saber Review - Bass-Boosted', 'PS4', None, None, None)
(370, 'Nidhogg 2 Review - En Garde', 'PC', None, None, None)
(370, 'Nidhogg 2 Review - En Garde', 'PS4', None, None, None)
(370, 'Nidhogg 2 Review - En Garde', 'NS', None, None, None)
(371, 'Hitman 2 Review - A Boy And His Briefcase', 'PS4', None, None, None)
(371, 'Hitman 2 Review - A Boy And His Briefcase', 'PC', None, None, None)
(371, 'Hitman 2 Review - A Boy And His Briefcase', 'XONE', None, None, None)
(372, 'Fallout 76 Review - No Humans Allowed', 'PC', None, None, None)
(372, 'Fallout 76 Review - No Humans Allowed', 'PS4', None, None, None)
(372, 'Fallout 76 Review - No Humans Allowed', 'XONE', None, None, None)
(373, 'Underworld Ascendant Review: Going Under', 'PC', None, None, None)
(374, "Taiko no Tatsujin: Drum 'n' Fun / Drum Session Review - Rhythm Party", 'NS', None, None, None)
(375, 'Battlefield 5 Review - Breaking Through The Front Lines', 'PC', None, None, None)
(376, "Pokemon Let's Go Pikachu And Let's Go Eevee Review", 'NS', None, None, None)
(376, "Pokemon Let's Go Pikachu And Let's Go Eevee Review", 'NS', None, None, None)
(377, "Overkill's The Walking Dead Review - DOA", 'PC', None, None, None)
(378, 'Spyro Reignited Trilogy Review - Fan The Flames', 'PS4', None, None, None)
(379, '11-11: Memories Retold Review - Modernist Warfare', 'PS4', None, None, None)
(379, '11-11: Memories Retold Review - Modernist Warfare', 'XONE', None, None, None)
(379, '11-11: Memories Retold Review - Modernist Warfare', 'PC', None, None, None)
(380, 'Full Metal Furies Review - Puzzle-Brawler', 'XONE', None, None, None)
(380, 'Full Metal Furies Review - Puzzle-Brawler', 'NS', None, None, None)
(381, 'Sinner: Sacrifice for Redemption Review - Trials and Tribulations', 'PC', None, None, None)
(381, 'Sinner: Sacrifice for Redemption Review - Trials and Tribulations', 'PS4', None, None, None)
(381, 'Sinner: Sacrifice for Redemption Review - Trials and Tribulations', 'XONE', None, None, None)
(381, 'Sinner: Sacrifice for Redemption Review - Trials and Tribulations', 'NS', None, None, None)
(382, 'The Quiet Man Review - Silence Is Not Golden', 'PS4', None, None, None)
(383, 'Cities: Skylines - Industries Review - The Up And Up', 'PC', None, None, None)
(384, 'SNK 40th Anniversary Collection Review - It Belongs In A Museum', 'NS', None, None, None)
(385, 'Deracine Review - Elementary', 'PS4', None, None, None)
(386, 'Football Manager 2019 Review - A Winning Strategy', 'PC', None, None, None)
(387, 'Call Of Cthulhu Review - Squid Logic', 'PC', None, None, None)
(387, 'Call Of Cthulhu Review - Squid Logic', 'PS4', None, None, None)
(387, 'Call Of Cthulhu Review - Squid Logic', 'XONE', None, None, None)
(388, 'Diablo 3: Eternal Collection Switch Review - Better With Age', 'NS', None, None, None)
(389, 'Gwent Review - Heart Of The Cards', 'PC', None, None, None)
(390, 'Black Bird Review - Featherweight', 'NS', None, None, None)
(391, 'Transistor Review', 'PC', None, None, None)
(391, 'Transistor Review', 'PS4', None, None, None)
(391, 'Transistor Review', 'NS', None, None, None)
(392, "My Hero One's Justice Review - In Their Own Quirky Ways", 'PS4', None, None, None)
(392, "My Hero One's Justice Review - In Their Own Quirky Ways", 'XONE', None, None, None)
(393, 'WWE 2K19 Review: A Step In The Right Direction', 'PS4', None, None, None)
(394, 'Return Of The Obra Dinn Review: The Good Ship', 'PC', None, None, None)
(394, 'Return Of The Obra Dinn Review: The Good Ship', 'MAC', None, None, None)
(395, 'NBA 2K Playgrounds 2 Review - Ball Another Day', 'XONE', None, None, None)
(396, 'Call Of Duty: Black Ops 4 Review - Zombies, Blackout, Multiplayer', 'PS4', None, None, None)
(397, 'Reigns: Game Of Thrones Review: A Westerosi Romp', 'AND', None, None, None)
(397, 'Reigns: Game Of Thrones Review: A Westerosi Romp', 'IOS', None, None, None)
(398, 'SoulCalibur 6 Review - The New Legend', 'PC', None, None, None)
(398, 'SoulCalibur 6 Review - The New Legend', 'XONE', None, None, None)
(398, 'SoulCalibur 6 Review - The New Legend', 'PS4', None, None, None)
(399, 'Lego DC Super-Villains Review: Mediocre Mischief-Makers', 'PS4', None, None, None)
(400, 'Dark Souls Remastered Switch Review: A Very Special Revisit', 'NS', None, None, None)
(400, 'Dark Souls Remastered Switch Review: A Very Special Revisit', 'NS', None, None, None)
(401, 'Starlink: Battle for Atlas Review - Endless Space', 'NS', None, None, None)
(401, 'Starlink: Battle for Atlas Review - Endless Space', 'XONE', None, None, None)
(401, 'Starlink: Battle for Atlas Review - Endless Space', 'PS4', None, None, None)
(402, 'Armello Review - Nintendo Switch Update', 'PC', None, None, None)
(402, 'Armello Review - Nintendo Switch Update', 'NS', None, None, None)
(403, "Luigi's Mansion Review - Old Haunts", '3DS', None, None, None)
(404, 'The Missing Review - Lost And Found', 'PS4', None, None, None)
(404, 'The Missing Review - Lost And Found', 'XONE', None, None, None)
(404, 'The Missing Review - Lost And Found', 'PC', None, None, None)
(404, 'The Missing Review - Lost And Found', 'NS', None, None, None)
(405, 'Child of Light Review', 'XONE', None, None, None)
(405, 'Child of Light Review', 'PS3', None, None, None)
(405, 'Child of Light Review', 'NS', None, None, None)
(406, 'Chasm Review: The Battle Below', 'PC', None, None, None)
(406, 'Chasm Review: The Battle Below', 'PS4', None, None, None)
(406, 'Chasm Review: The Battle Below', 'NS', None, None, None)
(407, 'Super Mario Party Review - Test Those Friendships', 'NS', None, None, None)
(408, 'World of Warcraft: Battle For Azeroth - Come One, Come All', 'PC', None, None, None)
(409, 'My Memory of Us Review - War Has Changed', 'PC', None, None, None)
(409, 'My Memory of Us Review - War Has Changed', 'PS4', None, None, None)
(409, 'My Memory of Us Review - War Has Changed', 'XONE', None, None, None)
(410, 'FIFA 19 Nintendo Switch Review - Offside', 'NS', None, None, None)
(411, 'Pathfinder: Kingmaker Review - The Classics', 'PC', None, None, None)
(412, "Assassin's Creed Odyssey Review - Glory Of Sparta", 'PS4', None, None, None)
(412, "Assassin's Creed Odyssey Review - Glory Of Sparta", 'XONE', None, None, None)
(412, "Assassin's Creed Odyssey Review - Glory Of Sparta", 'PC', None, None, None)
(413, 'FIFA 19 Review - Golazo', 'XONE', None, None, None)
(413, 'FIFA 19 Review - Golazo', 'PS4', None, None, None)
(414, 'Forza Horizon 4 Review - Shifting Gears, Shifting Seasons', 'PC', None, None, None)
(414, 'Forza Horizon 4 Review - Shifting Gears, Shifting Seasons', 'XONE', None, None, None)
(415, 'Destiny 2: Forsaken Review - A Grindhouse', 'PS4', None, None, None)
(415, 'Destiny 2: Forsaken Review - A Grindhouse', 'PC', None, None, None)
(415, 'Destiny 2: Forsaken Review - A Grindhouse', 'XONE', None, None, None)
(416, 'Cities: Skylines Review - In The Zone', 'PC', None, None, None)
(416, 'Cities: Skylines Review - In The Zone', 'NS', None, None, None)
(417, 'Mega Man 11 Review - An Uneven Retro Romp', 'NS', None, None, None)
(417, 'Mega Man 11 Review - An Uneven Retro Romp', 'XONE', None, None, None)
(417, 'Mega Man 11 Review - An Uneven Retro Romp', 'PS4', None, None, None)
(418, 'Freedom Planet Review -- Speedy Ambitions', 'NS', None, None, None)
(419, 'Fist Of The North Star: Lost Paradise Review - Be The Tough Boy', 'PS4', None, None, None)
(420, "The Bard's Tale IV: Barrows Deep Review - Lament", 'PC', None, None, None)
(421, 'Final Fantasy XV: Pocket Edition HD Review - Nintendo Switch', 'NS', None, None, None)
(422, 'Dragon Ball FighterZ Review: The Fast And The Furious', 'XONE', None, None, None)
(422, 'Dragon Ball FighterZ Review: The Fast And The Furious', 'PS4', None, None, None)
(422, 'Dragon Ball FighterZ Review: The Fast And The Furious', 'NS', None, None, None)
(423, 'PES 2019 Review', 'PS4', None, None, None)
(424, "Telltale's The Walking Dead: The Final Season Episode 2 Review", 'PS4', None, None, None)
(425, "Life Is Strange 2: Episode 1 Review - What Doesn't Kill Us", 'PC', None, None, None)
(425, "Life Is Strange 2: Episode 1 Review - What Doesn't Kill Us", 'PS4', None, None, None)
(425, "Life Is Strange 2: Episode 1 Review - What Doesn't Kill Us", 'XONE', None, None, None)
(426, 'Transference Review - In Another World', 'PS4', None, None, None)
(427, 'Star Control: Origins Review - Space Oddity', 'PC', None, None, None)
(428, "Broken Sword 5: The Serpent's Curse Review", 'PC', None, None, None)
(428, "Broken Sword 5: The Serpent's Curse Review", 'NS', None, None, None)
(429, 'The Gardens Between Review - Dance Among The Stars', 'NS', None, None, None)
(430, 'NHL 19 Review - A Barnburner', 'XONE', None, None, None)
(430, 'NHL 19 Review - A Barnburner', 'PS4', None, None, None)
(431, "Wasteland 2: Director's Cut Nintendo Switch Review", 'NS', None, None, None)
(432, 'Zone Of The Enders: The 2nd Runner - MARS Review', 'PS4', None, None, None)
(433, 'Undertale Review - Nintendo Switch Update', 'PC', None, None, None)
(433, 'Undertale Review - Nintendo Switch Update', 'MAC', None, None, None)
(433, 'Undertale Review - Nintendo Switch Update', 'PS4', None, None, None)
(433, 'Undertale Review - Nintendo Switch Update', 'NS', None, None, None)
(434, 'Nintendo Labo Vehicle Kit Review: The Most Fun Labo Yet', 'NS', None, None, None)
(435, 'Lamplight City Review - Cold Case', 'PC', None, None, None)
(436, 'Frozen Synapse 2 Review - Cool-Headed', 'PC', None, None, None)
(437, '428: Shibuya Scramble Review - When Fates Collide', 'PS4', None, None, None)
(438, 'NBA 2K19 Review - Another Year, Another Baller', 'PS4', None, None, None)
(439, 'Valkyria Chronicles 4 Review - Soar High', 'PS4', None, None, None)
(439, 'Valkyria Chronicles 4 Review - Soar High', 'XONE', None, None, None)
(439, 'Valkyria Chronicles 4 Review - Soar High', 'PC', None, None, None)
(439, 'Valkyria Chronicles 4 Review - Soar High', 'NS', None, None, None)
(440, 'Shadow Of The Tomb Raider Review - Guerilla Girl', 'PS4', None, None, None)
(440, 'Shadow Of The Tomb Raider Review - Guerilla Girl', 'PC', None, None, None)
(440, 'Shadow Of The Tomb Raider Review - Guerilla Girl', 'XONE', None, None, None)
(441, 'NBA Live 19 Review - Dribbling Forward', 'PS4', None, None, None)
(441, 'NBA Live 19 Review - Dribbling Forward', 'XONE', None, None, None)
(442, 'Two Point Hospital Review - Laughter Is The Best Medicine', 'PC', None, None, None)
(443, "Marvel's Spider-Man PS4 Review: Amazing Fantasy", 'PS4', None, None, None)
(444, 'Strange Brigade Review - Co-op With Style', 'XONE', None, None, None)
(445, 'Planet Alpha Review: A Beautiful Planet', 'NS', None, None, None)
(446, 'Donut County Review: Pit Falls', 'PC', None, None, None)
(447, 'Little Dragons Cafe Review - Dragging On', 'NS', None, None, None)
(448, 'Into The Breach Review: A Mechanized Masterpiece', 'PC', None, None, None)
(448, 'Into The Breach Review: A Mechanized Masterpiece', 'NS', None, None, None)
(449, 'Vigilante Review', 'TG16', None, None, None)
(450, 'The Messenger Review: Shuriken Sharp', 'PC', None, None, None)
(450, 'The Messenger Review: Shuriken Sharp', 'NS', None, None, None)
(451, 'The Golf Club 2019 Review', 'PC', None, None, None)
(452, 'Hollow Knight Review - An Exceptional Adventure', 'NS', None, None, None)
(453, 'Monster Hunter Generations Ultimate Review - A Formidable Beast', 'NS', None, None, None)
(454, 'F1 2018 Review - Victory Lap', 'PS4', None, None, None)
(455, "Death's Gambit Review - A Maddening Mission", 'PC', None, None, None)
(456, "The King's Bird Review: A Rocky Flight", 'PC', None, None, None)
(457, 'Guacamelee 2 Review - Ready For A Challenge', 'PS4', None, None, None)
(458, 'H1Z1 Battle Royale PS4 Review: All Kills No Frills', 'PS4', None, None, None)
(459, 'The Walking Dead - The Final Season Episode 1: Done Running Review', 'PS4', None, None, None)
(460, 'Phantom Doctrine Review: Tactical Espionage Action', 'PC', None, None, None)
(461, 'Flipping Death Review: Scythe Life', 'PC', None, None, None)
(462, 'Madden NFL 19 Review', 'XONE', None, None, None)
(463, 'We Happy Few Review', 'PC', None, None, None)
(464, 'Unavowed Review: Dressed To Possess', 'PC', None, None, None)
(465, 'Monster Hunter World Review - Deadliest Catch', 'PS4', None, None, None)
(465, 'Monster Hunter World Review - Deadliest Catch', 'PC', None, None, None)
(466, 'Overcooked 2 Review - A Great Second Course', 'NS', None, None, None)
(467, 'Dead Cells Review: Rise From Your Grave', 'PS4', None, None, None)
(467, 'Dead Cells Review: Rise From Your Grave', 'XONE', None, None, None)
(467, 'Dead Cells Review: Rise From Your Grave', 'NS', None, None, None)
(467, 'Dead Cells Review: Rise From Your Grave', 'PC', None, None, None)
(468, "No Man's Sky Review", 'PS4', None, None, None)
(469, "No Man's Sky Next Review: You Are Not Alone", 'PC', None, None, None)
(469, "No Man's Sky Next Review: You Are Not Alone", 'PS4', None, None, None)
(469, "No Man's Sky Next Review: You Are Not Alone", 'XONE', None, None, None)
(470, 'WarioWare Gold Review - Worth Its Weight', '3DS', None, None, None)
(471, 'The Banner Saga 3 Review', 'PC', None, None, None)
(472, 'Mega Man X Legacy Collection 1 + 2 Review: Mega Museum', 'NS', None, None, None)
(472, 'Mega Man X Legacy Collection 1 + 2 Review: Mega Museum', 'PS4', None, None, None)
(473, 'Earthfall Review: An Inferior Invasion', 'XONE', None, None, None)
(474, 'Semblance Review', 'NS', None, None, None)
(475, 'Mothergunship Review: Bullet-Hell Extravaganza', 'PS4', None, None, None)
(475, 'Mothergunship Review: Bullet-Hell Extravaganza', 'XONE', None, None, None)
(475, 'Mothergunship Review: Bullet-Hell Extravaganza', 'PC', None, None, None)
(476, '20XX Review - Robot Generation', 'NS', None, None, None)
(477, 'Fighting EX Layer Review: One-On-One Fun', 'PS4', None, None, None)
(478, 'Captain Toad: Treasure Tracker Nintendo Switch Review: Time For Adventure', 'NS', None, None, None)
(479, 'Sonic Mania Plus Review - Encore! Encore!', 'PS4', None, None, None)
(479, 'Sonic Mania Plus Review - Encore! Encore!', 'XONE', None, None, None)
(479, 'Sonic Mania Plus Review - Encore! Encore!', 'PC', None, None, None)
(479, 'Sonic Mania Plus Review - Encore! Encore!', 'NS', None, None, None)
(480, 'Rainbow Skies Review: Rainbow in the Dark', 'PS3', None, None, None)
(480, 'Rainbow Skies Review: Rainbow in the Dark', 'VITA', None, None, None)
(480, 'Rainbow Skies Review: Rainbow in the Dark', 'PS4', None, None, None)
(481, 'The Crew 2 Review - On The Road Again', 'PS4', None, None, None)
(482, 'Wolfenstein 2: The New Colossus Nintendo Switch Review', 'NS', None, None, None)
(483, 'Wreckfest Review: Crashing The Party', 'PC', None, None, None)
(484, 'Lumines Remastered: Groove Is In The Heart', 'NS', None, None, None)
(484, 'Lumines Remastered: Groove Is In The Heart', 'PS4', None, None, None)
(484, 'Lumines Remastered: Groove Is In The Heart', 'XONE', None, None, None)
(484, 'Lumines Remastered: Groove Is In The Heart', 'PC', None, None, None)
(485, 'Crash Bandicoot N Sane Trilogy Review: Marsupial Makeover', 'PS4', None, None, None)
(485, 'Crash Bandicoot N Sane Trilogy Review: Marsupial Makeover', 'NS', None, None, None)
(485, 'Crash Bandicoot N Sane Trilogy Review: Marsupial Makeover', 'XONE', None, None, None)
(485, 'Crash Bandicoot N Sane Trilogy Review: Marsupial Makeover', 'PC', None, None, None)
(486, 'Mario Tennis Aces Review: Aim High', 'NS', None, None, None)
(487, 'Nier: Automata Review', 'PC', None, None, None)
(487, 'Nier: Automata Review', 'PS4', None, None, None)
(487, 'Nier: Automata Review', 'XONE', None, None, None)
(488, 'The Awesome Adventures Of Captain Spirit - Mind Over Matter', 'XONE', None, None, None)
(488, 'The Awesome Adventures Of Captain Spirit - Mind Over Matter', 'PS4', None, None, None)
(488, 'The Awesome Adventures Of Captain Spirit - Mind Over Matter', 'PC', None, None, None)
(489, 'Jurassic World Evolution Review: Life Finds A Way', 'PS4', None, None, None)
(489, 'Jurassic World Evolution Review: Life Finds A Way', 'PC', None, None, None)
(489, 'Jurassic World Evolution Review: Life Finds A Way', 'XONE', None, None, None)
(490, 'Unravel 2 Review: Partners In Twine', 'PS4', None, None, None)
(490, 'Unravel 2 Review: Partners In Twine', 'XONE', None, None, None)
(490, 'Unravel 2 Review: Partners In Twine', 'PC', None, None, None)
(491, 'Moonlighter Review: Open For Business', 'PC', None, None, None)
(491, 'Moonlighter Review: Open For Business', 'PS4', None, None, None)
(492, 'Sushi Striker: The Way Of Sushido Review - Cartoon Cuisine Combat', 'NS', None, None, None)
(493, 'West Of Loathing Review: Wild, Wild West', 'PC', None, None, None)
(493, 'West Of Loathing Review: Wild, Wild West', 'NS', None, None, None)
(494, 'BlazBlue: Cross Tag Battle Review - The Tag Team Dream', 'NS', None, None, None)
(494, 'BlazBlue: Cross Tag Battle Review - The Tag Team Dream', 'PS4', None, None, None)
(495, 'Onrush Review: Push It To The Limit', 'PS4', None, None, None)
(496, 'Golem Review: Hidden In Plain Sight', 'PC', None, None, None)
(497, 'Vampyr Review: The City That Never Sleeps', 'PS4', None, None, None)
(497, 'Vampyr Review: The City That Never Sleeps', 'PC', None, None, None)
(498, 'Yoku’s Island Express Review: A Breath of Fresh Air', 'PC', None, None, None)
(499, "Dillon's Dead-Heat Breakers Review: Running On Fumes", '3DS', None, None, None)
(500, 'The Forest Review: Are You Afraid Of The Dark?', 'PC', None, None, None)
(501, 'Agony Review: A Captivating Disappointment', 'PC', None, None, None)
(502, 'Street Fighter 30th Anniversary Collection Review - Keep The Past Alive', 'XONE', None, None, None)
(502, 'Street Fighter 30th Anniversary Collection Review - Keep The Past Alive', 'NS', None, None, None)
(502, 'Street Fighter 30th Anniversary Collection Review - Keep The Past Alive', 'PC', None, None, None)
(502, 'Street Fighter 30th Anniversary Collection Review - Keep The Past Alive', 'PS4', None, None, None)
(503, 'Quarantine Circular Review: Who Are We, Really?', 'PC', None, None, None)
(504, 'Conan Exiles Review: Dull And Dense', 'XONE', None, None, None)
(504, 'Conan Exiles Review: Dull And Dense', 'PC', None, None, None)
(505, 'Wizard Of Legend Review: Fast-Paced Action', 'NS', None, None, None)
(506, 'Detroit: Become Human Review - To Err Is Human', 'PS4', None, None, None)
(507, 'Runner 3 Review: A Bit Of A Trip', 'NS', None, None, None)
(507, 'Runner 3 Review: A Bit Of A Trip', 'PC', None, None, None)
(508, 'State Of Decay 2 Review: The Limping Dead', 'XONE', None, None, None)
(508, 'State Of Decay 2 Review: The Limping Dead', 'PC', None, None, None)
(509, 'Hyrule Warriors: Definitive Edition Review - The Great Zelda Spin-Off Is Back', 'NS', None, None, None)
(510, 'Framed Collection Review - Worth A Thousand Words', 'PC', None, None, None)
(510, 'Framed Collection Review - Worth A Thousand Words', 'NS', None, None, None)
(511, 'Battle Chasers Nightwar Review: Switch It Up', 'PC', None, None, None)
(511, 'Battle Chasers Nightwar Review: Switch It Up', 'XONE', None, None, None)
(511, 'Battle Chasers Nightwar Review: Switch It Up', 'PS4', None, None, None)
(511, 'Battle Chasers Nightwar Review: Switch It Up', 'NS', None, None, None)
(512, 'Battle Chasers: Nightwar Review', 'PC', None, None, None)
(512, 'Battle Chasers: Nightwar Review', 'PS4', None, None, None)
(513, 'FAR: Lone Sails Review: Come Sail Away', 'PC', None, None, None)
(514, 'Destiny 2: Warmind Review - Back To Work', 'PS4', None, None, None)
(515, "Pillars Of Eternity 2: Deadfire Review - A Pirate's Life For Me", 'PC', None, None, None)
(516, 'Battletech Review: A Tactical PC Game That Will Mech Your Day', 'PC', None, None, None)
(517, 'Total War Saga: Thrones Of Britannia Review - Rule, Britannia', 'PC', None, None, None)
(518, 'City of Brass Review - Hidden Treasure', 'XONE', None, None, None)
(518, 'City of Brass Review - Hidden Treasure', 'PS4', None, None, None)
(518, 'City of Brass Review - Hidden Treasure', 'PC', None, None, None)
(519, 'Nintendo Labo Review: Variety Kit And Robot Kit', 'NS', None, None, None)
(520, 'Donkey Kong Country: Tropical Freeze Review - A Blast From The Past', 'NS', None, None, None)
(521, 'Donkey Kong Country: Tropical Freeze Review', 'WIIU', None, None, None)
(522, 'Jotun: Valhalla Edition Switch Review - A Slight Downgrade', 'NS', None, None, None)
(523, "Frostpunk Review: Damned If You Do, Damned If You Don't", 'PC', None, None, None)
(524, 'The Invisible Hours Review: From Every Angle', 'XONE', None, None, None)
(525, 'The Swords Of Ditto Review: One Good Turn Deserves Another', 'PS4', None, None, None)
(525, 'The Swords Of Ditto Review: One Good Turn Deserves Another', 'PC', None, None, None)
(526, 'The Alliance Alive Review: A Change Of Pace', '3DS', None, None, None)
(527, 'Life Is Strange: Before The Storm Review - Keep the Good Times Rolling', 'PC', None, None, None)
(527, 'Life Is Strange: Before The Storm Review - Keep the Good Times Rolling', 'XONE', None, None, None)
(527, 'Life Is Strange: Before The Storm Review - Keep the Good Times Rolling', 'PS4', None, None, None)
(528, 'Yakuza 6: The Song Of Life Review: Tokyo Drifter', 'PS4', None, None, None)
(529, 'God Of War Review: Out With The Old, In With The New', 'PS4', None, None, None)
(530, 'Penny-Punching Princess Review: In For A Pound', 'NS', None, None, None)
(531, 'Extinction Review - A Giant Mess', 'PC', None, None, None)
(531, 'Extinction Review - A Giant Mess', 'XONE', None, None, None)
(531, 'Extinction Review - A Giant Mess', 'PS4', None, None, None)
(532, 'Fortnite: Battle Royale Review - Laying The Foundation', 'PC', None, None, None)
(533, 'Far Cry 5 Review: Rocky Mountain High', 'PS4', None, None, None)
(533, 'Far Cry 5 Review: Rocky Mountain High', 'XONE', None, None, None)
(534, 'Minit Review - Gone In 60 Seconds', 'PC', None, None, None)
(534, 'Minit Review - Gone In 60 Seconds', 'PS4', None, None, None)
(535, 'Kerbal Space Program: Making History Review - Shoot For The Mun', 'PC', None, None, None)
(536, 'Orwell: Ignorance Is Strength Review - Staunch Surveillance', 'PC', None, None, None)
(537, 'MLB The Show 18 Review: A Home Run', 'PS4', None, None, None)
(538, 'Sea Of Thieves Review: Set Sail With Trepidation', 'XONE', None, None, None)
(539, 'Bridge Constructor Portal Review', 'NS', None, None, None)
(540, 'Batman: The Enemy Within Episode 5 Review - No More Joking Around', 'PS4', None, None, None)
(541, 'H1Z1 Review: Still On The Ground Floor', 'PC', None, None, None)
(542, 'Ni No Kuni 2: Revenant Kingdom Review - A Regal Joyride', 'PC', None, None, None)
(543, "A Way Out Review: You Can't Have One Without The Other", 'PS4', None, None, None)
(544, 'Detective Pikachu Review: Elementary, My Dear Watt-son', '3DS', None, None, None)
(545, 'Attack on Titan 2 Review: Colossal Action', 'PS4', None, None, None)
(546, 'Surviving Mars Review: Building The Final Frontier', 'PC', None, None, None)
(547, 'Bravo Team Review: Back To Basics', 'PS4', None, None, None)
(548, 'Kirby Star Allies Review: Take It Easy', 'NS', None, None, None)
(549, 'The 25th Ward: The Silver Case Review: Obstruction Of Justice', 'PS4', None, None, None)
(550, 'Pit People Review', 'PC', None, None, None)
(551, 'Q.U.B.E. 2 Review: Think Inside The Box', 'PS4', None, None, None)
(552, "Gravel Review: Slow And Steady Doesn't Win The Race", 'PS4', None, None, None)
(553, 'Mulaka Review: Of Myth And Monsters', 'PS4', None, None, None)
(553, 'Mulaka Review: Of Myth And Monsters', 'NS', None, None, None)
(554, "Mario & Luigi: Superstar Saga + Bowser's Minions Review", '3DS', None, None, None)
(555, 'Pac-Man: Championship Edition 2 Review', 'PS4', None, None, None)
(555, 'Pac-Man: Championship Edition 2 Review', 'XONE', None, None, None)
(555, 'Pac-Man: Championship Edition 2 Review', 'PC', None, None, None)
(555, 'Pac-Man: Championship Edition 2 Review', 'NS', None, None, None)
(556, 'Metal Gear Survive Review: Too Harsh To Enjoy', 'PS4', None, None, None)
(557, "Where The Water Tastes Like Wine Review: Hard Travelin'", 'PC', None, None, None)
(558, 'Moss Review: Tiny Triumph', 'PS4', None, None, None)
(559, "Payday 2 Switch Review: Mo' Money Mo' Problems", 'NS', None, None, None)
(560, 'Payday 2 Review', 'PC', None, None, None)
(560, 'Payday 2 Review', 'PS3', None, None, None)
(560, 'Payday 2 Review', 'X360', None, None, None)
(561, 'Age Of Empires: Definitive Edition Review: Antique Revival', 'PC', None, None, None)
(562, 'Kingdom Come: Deliverance Review: The Past Comes At You Fast', 'PC', None, None, None)
(562, 'Kingdom Come: Deliverance Review: The Past Comes At You Fast', 'XONE', None, None, None)
(562, 'Kingdom Come: Deliverance Review: The Past Comes At You Fast', 'PS4', None, None, None)
(563, 'Fe Review: Strike A Chord', 'NS', None, None, None)
(564, 'Secret Of Mana Review: Where Secrets Go, Trouble Follows', 'PS4', None, None, None)
(565, 'Rust Review: Life Is Fleeting', 'PC', None, None, None)
(566, 'Attack Of The Earthlings Review: The Tables Have Turned', 'PC', None, None, None)
(567, 'Aegis Defenders Review', 'NS', None, None, None)
(568, 'Bayonetta 2 Review', 'WIIU', None, None, None)
(568, 'Bayonetta 2 Review', 'NS', None, None, None)
(569, 'Dynasty Warriors 9 Review: A New World', 'PS4', None, None, None)
(570, 'Owlboy Review: A Heartfelt Tale', 'PC', None, None, None)
(570, 'Owlboy Review: A Heartfelt Tale', 'NS', None, None, None)
(571, 'The Longest Five Minutes Review: The Power Of Memories', 'NS', None, None, None)
(572, 'Crossing Souls Review: Stuck In The Past', 'PC', None, None, None)
(573, 'Radiant Historia Perfect Chronology Review: Time After Time After Time', '3DS', None, None, None)
(574, 'Civilization 6: Rise And Fall Review: A New Era', 'PC', None, None, None)
(575, 'Dragon Quest Builders Review: Working The Land', 'NS', None, None, None)
(576, 'Dandara Review: Off The Wall', 'NS', None, None, None)
(576, 'Dandara Review: Off The Wall', 'PC', None, None, None)
(577, 'Dissidia Final Fantasy NT Review: A Messy Mashup', 'PS4', None, None, None)
(578, 'UFC 3 Review: A Tense, Exciting, And Dynamic Recreation Of MMA', 'PS4', None, None, None)
(579, 'Night In The Woods Review', 'PS4', None, None, None)
(579, 'Night In The Woods Review', 'PC', None, None, None)
(579, 'Night In The Woods Review', 'NS', None, None, None)
(580, "OK K.O.! Let's Play Heroes Review: Pulling Punches", 'PC', None, None, None)
(581, 'Shadow Of The Colossus Review: A Timeless Classic', 'PS4', None, None, None)
(582, 'Subnautica Review: A Water Wonderland', 'PC', None, None, None)
(583, 'Lost Sphear Review: Short Of The Mark', 'PS4', None, None, None)
(584, 'Celeste Review: More Than Just A Great Platformer', 'NS', None, None, None)
(585, 'MLB The Show 17 Review', 'PS4', None, None, None)
(586, 'Iconoclasts Review', 'PS4', None, None, None)
(586, 'Iconoclasts Review', 'VITA', None, None, None)
(587, 'The Inpatient Review', 'PS4', None, None, None)
(588, 'AO Tennis Review', 'PS4', None, None, None)
(589, 'The Red Strings Club Review', 'PC', None, None, None)
(590, 'Batman: The Enemy Within - Episode 4: What Ails You Review', 'PS4', None, None, None)
(590, 'Batman: The Enemy Within - Episode 4: What Ails You Review', 'XONE', None, None, None)
(590, 'Batman: The Enemy Within - Episode 4: What Ails You Review', 'PC', None, None, None)
(591, 'Street Fighter 5: Arcade Edition Review', 'PC', None, None, None)
(591, 'Street Fighter 5: Arcade Edition Review', 'PS4', None, None, None)
(592, 'Spellforce 3 Review', 'PC', None, None, None)
(593, 'Tiny Metal Review', 'NS', None, None, None)
(593, 'Tiny Metal Review', 'PC', None, None, None)
(594, 'Brawlout Review', 'NS', None, None, None)
(595, 'L.A. Noire: The VR Case Files Review', 'PC', None, None, None)
(596, "PlayerUnknown's Battlegrounds Review", 'PC', None, None, None)
(597, 'Hello Neighbor Review', 'PC', None, None, None)
(598, 'Gorogoa Review', 'PC', None, None, None)
(598, 'Gorogoa Review', 'NS', None, None, None)
(599, "The Legend of Zelda: Breath Of The Wild - The Champions' Ballad Review", 'NS', None, None, None)
(600, 'Rumu Review', 'PC', None, None, None)
(601, 'Destiny 2: Curse Of Osiris Review', 'PS4', None, None, None)
(602, 'Steep: Road To The Olympics Review', 'PS4', None, None, None)
(603, 'Doom VFR Review', 'PS4', None, None, None)
(604, 'Xenoblade Chronicles 2 Review', 'NS', None, None, None)
(605, 'Rive Review', 'PC', None, None, None)
(605, 'Rive Review', 'PS4', None, None, None)
(605, 'Rive Review', 'NS', None, None, None)
(606, 'Batman: The Enemy Within - Episode 3: Fractured Mask Review', 'PC', None, None, None)
(607, 'LA Noire Switch Review', 'NS', None, None, None)
(608, 'Star Wars Battlefront II Review', 'PS4', None, None, None)
(608, 'Star Wars Battlefront II Review', 'XONE', None, None, None)
(608, 'Star Wars Battlefront II Review', 'PC', None, None, None)
(609, 'Pokemon Ultra Sun And Ultra Moon Review', '3DS', None, None, None)
(609, 'Pokemon Ultra Sun And Ultra Moon Review', '3DS', None, None, None)
(610, 'Football Manager 2018 Review', 'PC', None, None, None)
(611, 'The Elder Scrolls V: Skyrim Switch Review', 'NS', None, None, None)
(612, 'Ashes Cricket Review', 'PS4', None, None, None)
(613, 'Lego Marvel Super Heroes 2 Review', 'PS4', None, None, None)
(614, 'Doom Switch Review', 'NS', None, None, None)
(615, 'GT Sport Review', 'PS4', None, None, None)
(616, 'Hand Of Fate 2 Review', 'PC', None, None, None)
(617, 'Rocket League Switch Review', 'NS', None, None, None)
(618, 'Sonic Forces Review', 'PS4', None, None, None)
(618, 'Sonic Forces Review', 'XONE', None, None, None)
(618, 'Sonic Forces Review', 'NS', None, None, None)
(618, 'Sonic Forces Review', 'PC', None, None, None)
(619, 'Etrian Odyssey 5: Beyond The Myth Review', '3DS', None, None, None)
(620, 'Spelunker Party Review', 'NS', None, None, None)
(621, 'Steven Universe: Save the Light Review', 'PS4', None, None, None)
(622, 'Need For Speed Payback Review', 'PS4', None, None, None)
(622, 'Need For Speed Payback Review', 'XONE', None, None, None)
(623, 'Oure Review', 'PS4', None, None, None)
(624, 'Horizon: Zero Dawn - The Frozen Wilds Review', 'PS4', None, None, None)
(625, 'Call Of Duty: WWII Review', 'XONE', None, None, None)
(625, 'Call Of Duty: WWII Review', 'PS4', None, None, None)
(626, "Super Lucky's Tale Review", 'XONE', None, None, None)
(626, "Super Lucky's Tale Review", 'PC', None, None, None)
(626, "Super Lucky's Tale Review", 'XONE', None, None, None)
(627, 'Wolfenstein 2: The New Colossus Review', 'PS4', None, None, None)
(627, 'Wolfenstein 2: The New Colossus Review', 'PC', None, None, None)
(627, 'Wolfenstein 2: The New Colossus Review', 'XONE', None, None, None)
(628, 'Life Is Strange: Before The Storm - Episode 2 - Brave New World Review', 'PS4', None, None, None)
(629, 'Megaton Rainfall Review', 'PS4', None, None, None)
(630, 'The Mummy Demastered Review', 'PS4', None, None, None)
(631, 'Super Mario Odyssey Review', 'NS', None, None, None)
(632, "Assassin's Creed Origins Review", 'PS4', None, None, None)
(632, "Assassin's Creed Origins Review", 'XONE', None, None, None)
(632, "Assassin's Creed Origins Review", 'PC', None, None, None)
(632, "Assassin's Creed Origins Review", 'XONE', None, None, None)
(632, "Assassin's Creed Origins Review", 'PC', None, None, None)
(632, "Assassin's Creed Origins Review", 'PS4', None, None, None)
(633, 'Arktika.1 Review', 'PC', None, None, None)
(634, 'Destiny 2 Review', 'PS4', None, None, None)
(634, 'Destiny 2 Review', 'XONE', None, None, None)
(634, 'Destiny 2 Review', 'PC', None, None, None)
(635, 'Golf Story Review', 'NS', None, None, None)
(636, 'Elex Review', 'PS4', None, None, None)
(637, 'WWE 2K18 Review', 'PS4', None, None, None)
(637, 'WWE 2K18 Review', 'XONE', None, None, None)
(637, 'WWE 2K18 Review', 'PC', None, None, None)
(638, 'Fire Emblem Warriors Review', 'NS', None, None, None)
(639, 'South Park: The Fractured But Whole Review', 'XONE', None, None, None)
(639, 'South Park: The Fractured But Whole Review', 'PC', None, None, None)
(639, 'South Park: The Fractured But Whole Review', 'PS4', None, None, None)
(640, 'The Evil Within 2 Review', 'PC', None, None, None)
(640, 'The Evil Within 2 Review', 'XONE', None, None, None)
(640, 'The Evil Within 2 Review', 'PS4', None, None, None)
(641, 'The Flame in the Flood Review', 'PC', None, None, None)
(642, 'Stardew Valley Review', 'PC', None, None, None)
(642, 'Stardew Valley Review', 'PS4', None, None, None)
(642, 'Stardew Valley Review', 'NS', None, None, None)
(643, 'A Hat In Time Review', 'PC', None, None, None)
(644, 'Gundam Versus Review', 'PS4', None, None, None)
(645, 'Axiom Verge Review', 'PS4', None, None, None)
(645, 'Axiom Verge Review', 'NS', None, None, None)
(646, 'FIFA 18 Nintendo Switch Review', 'NS', None, None, None)
(647, 'Batman - The Enemy Within: The Enigma - Episode 1 Review', 'PC', None, None, None)
(648, 'Batman: The Enemy Within - Episode 2: The Pact Review', 'PC', None, None, None)
(649, 'Forza Motorsport 7 Review', 'XONE', None, None, None)
(649, 'Forza Motorsport 7 Review', 'PC', None, None, None)
(649, 'Forza Motorsport 7 Review', 'XONE', None, None, None)
(650, 'NBA Live 18 Review', 'PS4', None, None, None)
(650, 'NBA Live 18 Review', 'XONE', None, None, None)
(651, 'Star Fox 2 Review', 'SNES', None, None, None)
(652, 'Danganronpa V3: Killing Harmony Review', 'PS4', None, None, None)
(652, 'Danganronpa V3: Killing Harmony Review', 'VITA', None, None, None)
(653, 'WRC 7 Review', 'PS4', None, None, None)
(654, 'Figment Review', 'PC', None, None, None)
(655, 'NBA 2K18 Review', 'PS4', None, None, None)
(655, 'NBA 2K18 Review', 'NS', None, None, None)
(655, 'NBA 2K18 Review', 'XONE', None, None, None)
(656, 'Total War: Warhammer 2 Review', 'PC', None, None, None)
(657, 'Ruiner Review', 'PC', None, None, None)
(658, 'SteamWorld Dig 2 Review', 'NS', None, None, None)
(658, 'SteamWorld Dig 2 Review', 'PC', None, None, None)
(659, 'FIFA 18 Review', 'XONE', None, None, None)
(659, 'FIFA 18 Review', 'PC', None, None, None)
(659, 'FIFA 18 Review', 'PS4', None, None, None)
(660, 'Project Cars 2 Review', 'PS4', None, None, None)
(661, 'Marvel Vs. Capcom: Infinite Review', 'XONE', None, None, None)
(661, 'Marvel Vs. Capcom: Infinite Review', 'PS4', None, None, None)
(662, 'Tooth And Tail Review', 'PC', None, None, None)
(662, 'Tooth And Tail Review', 'PS4', None, None, None)
(663, 'NHL 18 Review', 'PS4', None, None, None)
(664, 'Echo Review', 'PC', None, None, None)
(665, 'PES 2018 Review', 'PC', None, None, None)
(665, 'PES 2018 Review', 'PS4', None, None, None)
(665, 'PES 2018 Review', 'PS3', None, None, None)
(665, 'PES 2018 Review', 'X360', None, None, None)
(665, 'PES 2018 Review', 'XONE', None, None, None)
(666, 'Dishonored: Death Of The Outsider Review', 'PS4', None, None, None)
(666, 'Dishonored: Death Of The Outsider Review', 'XONE', None, None, None)
(666, 'Dishonored: Death Of The Outsider Review', 'PC', None, None, None)
(666, 'Dishonored: Death Of The Outsider Review', 'XONE', None, None, None)
(666, 'Dishonored: Death Of The Outsider Review', 'PC', None, None, None)
(666, 'Dishonored: Death Of The Outsider Review', 'PS4', None, None, None)
(667, "Don't Knock Twice Review", 'PS4', None, None, None)
(668, 'Ys VIII: Lacrimosa Of Dana Review', 'PS4', None, None, None)
(669, 'ARK: Survival Evolved Review', 'PC', None, None, None)
(670, 'Metroid: Samus Returns Review', '3DS', None, None, None)
(671, 'Knack 2 Review', 'PS4', None, None, None)
(672, "Everybody's Golf Review", 'PS4', None, None, None)
(673, 'XCOM 2: War Of The Chosen Review', 'PC', None, None, None)
#SPLITTING THE DATASET INTO TEST AND TRAIN SET
import sqlite3
import random
conn = sqlite3.connect('game_database.db')
cursor = conn.cursor()
cursor.execute('''
SELECT g.GameID, g.GameName, c.ConsoleName, r.ReviewID, r.Review, r.Score
FROM game_consoles gc
JOIN games g ON g.GameID = gc.GameID
JOIN consoles c ON c.ConsoleID = gc.ConsoleID
LEFT JOIN reviews r ON r.GameID = g.GameID;
''')
data = cursor.fetchall()
train_size = int(len(data) * 0.8)
test_size = len(data) - train_size
random.shuffle(data)
train_data = data[:train_size]
test_data = data[train_size:]
print("Training Data (first 5 records):", train_data[:5])
print("Testing Data (first 5 records):", test_data[:5])
cursor.execute('DROP TABLE IF EXISTS train_data')
cursor.execute('''
CREATE TABLE IF NOT EXISTS train_data (
GameID INTEGER,
GameName TEXT,
ConsoleName TEXT,
ReviewID INTEGER,
Review TEXT,
Score INTEGER
)
''')
cursor.execute('DROP TABLE IF EXISTS test_data')
cursor.execute('''
CREATE TABLE IF NOT EXISTS test_data (
GameID INTEGER,
GameName TEXT,
ConsoleName TEXT,
ReviewID INTEGER,
Review TEXT,
Score INTEGER
)
''')
cursor.executemany('''
INSERT INTO train_data (GameID, GameName, ConsoleName, ReviewID, Review, Score)
VALUES (?, ?, ?, ?, ?, ?)
''', train_data)
cursor.executemany('''
INSERT INTO test_data (GameID, GameName, ConsoleName, ReviewID, Review, Score)
VALUES (?, ?, ?, ?, ?, ?)
''', test_data)
conn.commit()
conn.close()
Training Data (first 5 records): [(8690, 'Onimusha: Dawn of Dreams Review', 'PS2', None, None, None), (1552, 'Wayward Manor Review', 'PC', None, None, None), (9490, 'Lumines Review', 'PSP', None, None, None), (14643, 'Quake II Review', 'PC', None, None, None), (5210, 'Baroque Review', 'WII', None, None, None)]
Testing Data (first 5 records): [(4698, 'Grand Theft Auto IV Review', 'PC', None, None, None), (5354, 'The Legend of Spyro: The Eternal Night Review', 'WII', None, None, None), (596, "PlayerUnknown's Battlegrounds Review", 'PC', None, None, None), (13282, 'Sub Culture Review', 'PC', None, None, None), (971, 'Fallout 4 Far Harbor Review', 'PS4', None, None, None)]
conn = sqlite3.connect('game_database.db')
cursor = conn.cursor()
cursor.execute('SELECT COUNT(*) FROM games WHERE GameID IS NULL OR GameName IS NULL')
games_missing = cursor.fetchone()
cursor.execute('SELECT COUNT(*) FROM consoles WHERE ConsoleID IS NULL OR ConsoleName IS NULL')
consoles_missing = cursor.fetchone()
cursor.execute('SELECT COUNT(*) FROM game_consoles WHERE GameID IS NULL OR ConsoleID IS NULL')
game_consoles_missing = cursor.fetchone()
cursor.execute('SELECT COUNT(*) FROM reviews WHERE ReviewID IS NULL OR GameID IS NULL OR Review IS NULL OR Score IS NULL')
reviews_missing = cursor.fetchone()
print(f"Missing in games table: {games_missing}")
print(f"Missing in consoles table: {consoles_missing}")
print(f"Missing in game_consoles table: {game_consoles_missing}")
print(f"Missing in reviews table: {reviews_missing}")
conn.close()
Missing in games table: (0,)
Missing in consoles table: (0,)
Missing in game_consoles table: (0,)
Missing in reviews table: (12,)
conn = sqlite3.connect('game_database.db')
cursor = conn.cursor()
cursor.execute('SELECT COUNT(*) FROM reviews WHERE Score < 0 OR Score > 10')
outliers_score = cursor.fetchone()
print(f"Outliers in reviews (score < 0 or > 10): {outliers_score[0]}")
conn.close()
Outliers in reviews (score < 0 or > 10): 0
#PERFORMING DATA CLEANUP AND OBTAINING A CORRELATION MATRIX
import sqlite3
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
conn = sqlite3.connect('game_database.db')
cursor = conn.cursor()
query = 'SELECT * FROM reviews'
df_reviews = pd.read_sql(query, conn)
print(df_reviews.head())
df_reviews_numeric = df_reviews.drop(columns=['Review'])
correlation_matrix = df_reviews_numeric.corr()
sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm')
plt.title("Correlation Matrix")
plt.show()
conn.close()
---------------------------------------------------------------------------
ModuleNotFoundError Traceback (most recent call last)
Cell In[6], line 5
3 import sqlite3
4 import pandas as pd
----> 5 import seaborn as sns
6 import matplotlib.pyplot as plt
7 conn = sqlite3.connect('game_database.db')
ModuleNotFoundError: No module named 'seaborn'
!pip install scikit-learn mlflow dagsHub
!pip install imbalanced-learn
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import mlflow
if mlflow.active_run():
mlflow.end_run()
mlflow.start_run()
<ActiveRun: >
#EXPERIMENT 1
import json
import mlflow
import mlflow.sklearn
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split, StratifiedKFold, GridSearchCV
from sklearn.preprocessing import StandardScaler, OneHotEncoder, FunctionTransformer
from sklearn.compose import ColumnTransformer
from sklearn.pipeline import Pipeline
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import f1_score, classification_report, confusion_matrix
from sklearn.impute import SimpleImputer
df = pd.read_csv("Games.csv")
X = df.drop('Score', axis=1)
y = df['Score']
numeric_features = X.select_dtypes(include=['int64', 'float64']).columns
for col in numeric_features:
X[col] = np.log1p(X[col].clip(lower=0))
if 'Score' in X.columns:
X['Score_log'] = np.log1p(X['Score'].clip(lower=0))
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
numeric_features = X.select_dtypes(include=['int64', 'float64']).columns
categorical_features = X.select_dtypes(include=['object']).columns
numeric_transformer = Pipeline(steps=[
('imputer', SimpleImputer(strategy='mean')),
('scaler', StandardScaler())
])
categorical_transformer = Pipeline(steps=[
('imputer', SimpleImputer(strategy='constant', fill_value='missing')),
('onehot', OneHotEncoder(handle_unknown='ignore'))
])
preprocessor = ColumnTransformer(
transformers=[
('num', numeric_transformer, numeric_features),
('cat', categorical_transformer, categorical_features)
]
)
pipeline = Pipeline(steps=[
('preprocessor', preprocessor),
('classifier', LogisticRegression(max_iter=500))
])
cv = StratifiedKFold(n_splits=3, shuffle=True, random_state=42)
param_grid = {'classifier__C': [0.1, 1, 10]}
grid_search = GridSearchCV(pipeline, param_grid, cv=cv, scoring='f1_macro', n_jobs=-1, verbose=1)
grid_search.fit(X_train, y_train)
mlflow.log_param('best_params', grid_search.best_params_)
mean_f1 = grid_search.best_score_
mlflow.log_metric('mean_f1_cv', mean_f1)
y_test_pred = grid_search.predict(X_test)
f1_test = f1_score(y_test, y_test_pred, average='macro')
mlflow.log_metric('f1_test', f1_test)
report = classification_report(y_test, y_test_pred, output_dict=True)
mlflow.log_param('classification_report', json.dumps(report))
cm = confusion_matrix(y_test, y_test_pred)
for i in range(cm.shape[0]):
for j in range(cm.shape[1]):
mlflow.log_metric(f'confusion_matrix_{i}_{j}', cm[i, j])
mlflow.end_run()
print(f"Mean F1-score (CV): {mean_f1}")
print(f"F1-score (test data): {f1_test}")
Fitting 3 folds for each of 3 candidates, totalling 9 fits
Mean F1-score (CV): 0.9998773833824499
F1-score (test data): 1.0
import mlflow
if mlflow.active_run():
mlflow.end_run()
mlflow.start_run()
<ActiveRun: >
!pip install --upgrade scikit-learn
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#EXPERIMENT 2
import json
import mlflow
import mlflow.sklearn
import pandas as pd
import numpy as np
from sklearn.model_selection import train_test_split, StratifiedKFold, cross_val_score
from sklearn.preprocessing import StandardScaler, OneHotEncoder, LabelEncoder
from sklearn.compose import ColumnTransformer
from sklearn.pipeline import Pipeline
from sklearn.linear_model import LogisticRegression, RidgeClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import f1_score, confusion_matrix
from sklearn.impute import SimpleImputer
from sklearn.model_selection import GridSearchCV
import xgboost as xgb
# End any existing runs
mlflow.end_run()
df = pd.read_csv("Games.csv")
X = df.drop('Score', axis=1)
y = df['Score']
label_encoder = LabelEncoder()
y = label_encoder.fit_transform(y)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
numeric_features = X.select_dtypes(include=['int64', 'float64']).columns
categorical_features = X.select_dtypes(include=['object']).columns
numeric_transformer = Pipeline(steps=[
('imputer', SimpleImputer(strategy='mean')),
('scaler', StandardScaler())
])
categorical_transformer = Pipeline(steps=[
('imputer', SimpleImputer(strategy='constant', fill_value='missing')),
('onehot', OneHotEncoder(handle_unknown='ignore'))
])
preprocessor = ColumnTransformer(
transformers=[
('num', numeric_transformer, numeric_features),
('cat', categorical_transformer, categorical_features)
]
)
classifiers = {
'Logistic Regression': {
'model': LogisticRegression(max_iter=1000),
'params': {
'classifier__C': [0.1, 1, 10],
'classifier__penalty': ['l2']
}
},
'Ridge Classifier': {
'model': RidgeClassifier(),
'params': {
'classifier__alpha': [0.1, 1, 10]
}
},
'Random Forest': {
'model': RandomForestClassifier(),
'params': {
'classifier__n_estimators': [50, 100],
'classifier__max_depth': [10, 20],
'classifier__min_samples_split': [2, 5]
}
},
'XGBoost': {
'model': xgb.XGBClassifier(),
'params': {
'classifier__learning_rate': [0.01, 0.1],
'classifier__max_depth': [3, 6],
'classifier__n_estimators': [50, 100]
}
}
}
cv = StratifiedKFold(n_splits=5, shuffle=True, random_state=42)
mlflow.set_experiment("classification_experiment")
try:
with mlflow.start_run(run_name="main_run"):
for name, clf_info in classifiers.items():
with mlflow.start_run(run_name=name, nested=True):
print(f"\nTraining {name}")
pipeline = Pipeline([
('preprocessor', preprocessor),
('classifier', clf_info['model'])
])
grid_search = GridSearchCV(
pipeline,
clf_info['params'],
cv=cv,
scoring='f1_weighted',
n_jobs=-1,
verbose=1
)
try:
grid_search.fit(X_train, y_train)
mlflow.log_params(grid_search.best_params_)
y_train_pred = grid_search.predict(X_train)
y_test_pred = grid_search.predict(X_test)
metrics = {
'train_f1': f1_score(y_train, y_train_pred, average='weighted'),
'test_f1': f1_score(y_test, y_test_pred, average='weighted'),
}
mlflow.log_metrics(metrics)
train_cm = confusion_matrix(y_train, y_train_pred)
test_cm = confusion_matrix(y_test, y_test_pred)
np.savetxt(f'{name}_train_cm.txt', train_cm)
np.savetxt(f'{name}_test_cm.txt', test_cm)
mlflow.log_artifact(f'{name}_train_cm.txt')
mlflow.log_artifact(f'{name}_test_cm.txt')
mlflow.sklearn.log_model(
grid_search.best_estimator_,
f"{name}_model",
registered_model_name=name
)
print(f"{name} Results:")
print(f"Best parameters: {grid_search.best_params_}")
print(f"Train F1: {metrics['train_f1']:.4f}")
print(f"Test F1: {metrics['test_f1']:.4f}")
except Exception as e:
print(f"Error training {name}: {str(e)}")
continue
finally:
mlflow.end_run()
print("\nExperiment completed. Check MLflow UI for detailed results.")
Training Logistic Regression
Fitting 5 folds for each of 3 candidates, totalling 15 fits
2024/12/20 22:09:20 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.
Registered model 'Logistic Regression' already exists. Creating a new version of this model...
Created version '3' of model 'Logistic Regression'.
Logistic Regression Results:
Best parameters: {'classifier__C': 1, 'classifier__penalty': 'l2'}
Train F1: 1.0000
Test F1: 1.0000
Training Ridge Classifier
Fitting 5 folds for each of 3 candidates, totalling 15 fits
2024/12/20 22:09:35 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.
Registered model 'Ridge Classifier' already exists. Creating a new version of this model...
Created version '3' of model 'Ridge Classifier'.
Ridge Classifier Results:
Best parameters: {'classifier__alpha': 0.1}
Train F1: 1.0000
Test F1: 1.0000
Training Random Forest
Fitting 5 folds for each of 8 candidates, totalling 40 fits
2024/12/20 22:10:02 WARNING mlflow.models.model: Model logged without a signature and input example. Please set `input_example` parameter when logging the model to auto infer the model signature.
Registered model 'Random Forest' already exists. Creating a new version of this model...
Created version '3' of model 'Random Forest'.
/usr/local/lib/python3.10/dist-packages/sklearn/utils/_tags.py:354: FutureWarning: The XGBClassifier or classes from which it inherits use `_get_tags` and `_more_tags`. Please define the `__sklearn_tags__` method, or inherit from `sklearn.base.BaseEstimator` and/or other appropriate mixins such as `sklearn.base.TransformerMixin`, `sklearn.base.ClassifierMixin`, `sklearn.base.RegressorMixin`, and `sklearn.base.OutlierMixin`. From scikit-learn 1.7, not defining `__sklearn_tags__` will raise an error.
warnings.warn(
Random Forest Results:
Best parameters: {'classifier__max_depth': 20, 'classifier__min_samples_split': 2, 'classifier__n_estimators': 100}
Train F1: 0.9646
Test F1: 0.9637
Training XGBoost
Fitting 5 folds for each of 8 candidates, totalling 40 fits
/usr/local/lib/python3.10/dist-packages/sklearn/model_selection/_search.py:1107: UserWarning: One or more of the test scores are non-finite: [nan nan nan nan nan nan nan nan]
warnings.warn(
Error training XGBoost: 'super' object has no attribute '__sklearn_tags__'
Experiment completed. Check MLflow UI for detailed results.
/usr/local/lib/python3.10/dist-packages/sklearn/utils/_tags.py:354: FutureWarning: The XGBClassifier or classes from which it inherits use `_get_tags` and `_more_tags`. Please define the `__sklearn_tags__` method, or inherit from `sklearn.base.BaseEstimator` and/or other appropriate mixins such as `sklearn.base.TransformerMixin`, `sklearn.base.ClassifierMixin`, `sklearn.base.RegressorMixin`, and `sklearn.base.OutlierMixin`. From scikit-learn 1.7, not defining `__sklearn_tags__` will raise an error.
warnings.warn(
/usr/local/lib/python3.10/dist-packages/sklearn/utils/_tags.py:354: FutureWarning: The XGBClassifier or classes from which it inherits use `_get_tags` and `_more_tags`. Please define the `__sklearn_tags__` method, or inherit from `sklearn.base.BaseEstimator` and/or other appropriate mixins such as `sklearn.base.TransformerMixin`, `sklearn.base.ClassifierMixin`, `sklearn.base.RegressorMixin`, and `sklearn.base.OutlierMixin`. From scikit-learn 1.7, not defining `__sklearn_tags__` will raise an error.
warnings.warn(
from mlflow.tracking import MlflowClient
client = MlflowClient()
experiment = client.get_experiment_by_name("classification_experiment")
runs = client.search_runs(experiment.experiment_id)
for run in runs:
print(f"Run ID: {run.info.run_id}")
print(f"Metrics: {run.data.metrics}")
print(f"Parameters: {run.data.params}")
print("---")
Run ID: 04d74e098f674a7881f2b307b29ceeb6
Metrics: {}
Parameters: {'classifier__n_estimators': '50', 'classifier__learning_rate': '0.01', 'classifier__max_depth': '3'}
---
Run ID: d37591d51e2d43298a87e62e20ea997a
Metrics: {'train_f1': 0.9645957888774384, 'test_f1': 0.9636738325062925}
Parameters: {'classifier__n_estimators': '100', 'classifier__min_samples_split': '2', 'classifier__max_depth': '20'}
---
Run ID: 7eb442794ee143dcb9597a1a00b02fd5
Metrics: {'train_f1': 1.0, 'test_f1': 1.0}
Parameters: {'classifier__alpha': '0.1'}
---
Run ID: 4e4071303ade4a948e51f281ce53c8e3
Metrics: {'train_f1': 1.0, 'test_f1': 1.0}
Parameters: {'classifier__C': '1', 'classifier__penalty': 'l2'}
---
Run ID: 5f4ee01f02184f328c571dcc99106a15
Metrics: {}
Parameters: {}
---
Run ID: 52892ec0a6004436aaa2035b5dddb882
Metrics: {}
Parameters: {}
---
Run ID: b21e944b8298472895425a8d8f282346
Metrics: {}
Parameters: {}
---
Run ID: 63ec98aa976c45e587858d9909b8cd08
Metrics: {}
Parameters: {}
---
Run ID: 9f81904101ba4baabbc14357ae3430db
Metrics: {'confusion_matrix_7_4': 0.0, 'confusion_matrix_1_8': 0.0, 'confusion_matrix_6_7': 0.0, 'confusion_matrix_1_1': 39.0, 'confusion_matrix_6_1': 0.0, 'confusion_matrix_4_0': 0.0, 'mean_f1_cv': 0.9998773833824499, 'confusion_matrix_4_4': 369.0, 'confusion_matrix_0_3': 0.0, 'confusion_matrix_8_0': 0.0, 'confusion_matrix_8_5': 0.0, 'confusion_matrix_7_2': 0.0, 'confusion_matrix_6_0': 0.0, 'confusion_matrix_2_6': 0.0, 'confusion_matrix_7_6': 0.0, 'confusion_matrix_2_0': 0.0, 'confusion_matrix_0_4': 0.0, 'confusion_matrix_0_6': 0.0, 'confusion_matrix_7_5': 0.0, 'confusion_matrix_2_1': 0.0, 'confusion_matrix_8_2': 0.0, 'confusion_matrix_0_5': 0.0, 'confusion_matrix_8_3': 0.0, 'confusion_matrix_3_5': 0.0, 'confusion_matrix_8_1': 0.0, 'confusion_matrix_6_5': 0.0, 'confusion_matrix_3_6': 0.0, 'confusion_matrix_7_3': 0.0, 'confusion_matrix_5_2': 0.0, 'confusion_matrix_7_8': 0.0, 'confusion_matrix_6_4': 0.0, 'confusion_matrix_6_3': 0.0, 'confusion_matrix_4_2': 0.0, 'confusion_matrix_3_1': 0.0, 'confusion_matrix_5_8': 0.0, 'confusion_matrix_4_7': 0.0, 'confusion_matrix_3_4': 0.0, 'confusion_matrix_4_1': 0.0, 'confusion_matrix_1_3': 0.0, 'confusion_matrix_1_2': 0.0, 'confusion_matrix_5_5': 579.0, 'confusion_matrix_3_2': 0.0, 'confusion_matrix_5_0': 0.0, 'confusion_matrix_5_6': 0.0, 'confusion_matrix_0_1': 0.0, 'confusion_matrix_1_6': 0.0, 'confusion_matrix_5_7': 0.0, 'confusion_matrix_8_6': 0.0, 'confusion_matrix_4_8': 0.0, 'confusion_matrix_6_2': 0.0, 'confusion_matrix_3_7': 0.0, 'confusion_matrix_8_7': 0.0, 'confusion_matrix_3_3': 225.0, 'confusion_matrix_6_8': 0.0, 'confusion_matrix_7_7': 649.0, 'confusion_matrix_2_2': 98.0, 'confusion_matrix_0_2': 0.0, 'confusion_matrix_2_4': 0.0, 'confusion_matrix_1_5': 0.0, 'confusion_matrix_7_1': 0.0, 'confusion_matrix_4_6': 0.0, 'f1_test': 1.0, 'confusion_matrix_2_3': 0.0, 'confusion_matrix_4_3': 0.0, 'confusion_matrix_0_8': 0.0, 'confusion_matrix_2_7': 0.0, 'confusion_matrix_5_1': 0.0, 'confusion_matrix_8_8': 167.0, 'confusion_matrix_1_0': 0.0, 'confusion_matrix_0_0': 17.0, 'confusion_matrix_5_3': 0.0, 'confusion_matrix_3_0': 0.0, 'confusion_matrix_0_7': 0.0, 'confusion_matrix_2_5': 0.0, 'confusion_matrix_4_5': 0.0, 'confusion_matrix_3_8': 0.0, 'confusion_matrix_6_6': 818.0, 'confusion_matrix_1_7': 0.0, 'confusion_matrix_2_8': 0.0, 'confusion_matrix_5_4': 0.0, 'confusion_matrix_7_0': 0.0, 'confusion_matrix_1_4': 0.0, 'confusion_matrix_8_4': 0.0}
Parameters: {'best_params': "{'classifier__C': 1}", 'classification_report': '{"1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "9": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: af81d156e2c94e728fad4a06b474b418
Metrics: {}
Parameters: {}
---
Run ID: 4febf9a335fe4295b5ddabe1d22a1f90
Metrics: {}
Parameters: {}
---
Run ID: 5c11011320454ef0a2f27b6c590ed670
Metrics: {'train_6_precision': 0.9995670995670995, 'test_macro avg_recall': 0.6746031746031745, 'train_4_recall': 1.0, 'train_9_precision': 1.0, 'train_6_support': 2311.0, 'train_macro avg_recall': 0.7392407222339474, 'train_8_f1-score': 0.9998078770413065, 'train_9_recall': 1.0, 'train_2_f1-score': 0.021164021164021163, 'test_8_recall': 1.0, 'test_9_f1-score': 1.0, 'train_1_recall': 0.41935483870967744, 'train_5_precision': 1.0, 'test_weighted avg_precision': 0.9390046423890542, 'test_weighted avg_recall': 0.950354609929078, 'test_1_support': 17.0, 'test_5_support': 369.0, 'test_6_support': 579.0, 'train_7_support': 3301.0, 'test_1_f1-score': 0.0, 'train_1_f1-score': 0.5909090909090909, 'train_1_support': 62.0, 'train_5_f1-score': 1.0, 'test_1_recall': 0.0, 'train_3_f1-score': 0.3659889094269871, 'test_1_precision': 0.0, 'train_1_precision': 1.0, 'train_3_support': 442.0, 'test_macro avg_f1-score': 0.6723208907168525, 'train_7_f1-score': 0.921295004186436, 'test_9_recall': 1.0, 'test_3_f1-score': 0.13333333333333333, 'test_3_precision': 1.0, 'train_3_precision': 1.0, 'test_8_precision': 1.0, 'test_4_support': 225.0, 'train_weighted avg_recall': 0.9521959459459459, 'test_7_support': 818.0, 'test_7_f1-score': 0.9175546831183399, 'train_macro avg_precision': 0.9836953288666135, 'train_weighted avg_f1-score': 0.9366178812361996, 'test_2_recall': 0.0, 'train_2_support': 187.0, 'train_4_f1-score': 1.0, 'test_macro avg_support': 2961.0, 'test_macro avg_precision': 0.7608520437535982, 'test_6_f1-score': 1.0, 'test_8_f1-score': 1.0, 'test_weighted avg_f1-score': 0.9296272872196787, 'test_9_precision': 1.0, 'train_4_precision': 1.0, 'train_8_support': 2602.0, 'train_8_recall': 1.0, 'test_5_precision': 1.0, 'test_6_precision': 1.0, 'train_6_f1-score': 0.999350789872322, 'test_weighted avg_support': 2961.0, 'test_2_f1-score': 0.0, 'train_weighted avg_support': 11840.0, 'test_7_precision': 0.8476683937823835, 'test_2_precision': 0.0, 'train_6_recall': 0.9991345737775854, 'test_5_recall': 1.0, 'train_7_precision': 0.8540750323415265, 'train_3_recall': 0.2239819004524887, 'train_9_f1-score': 1.0, 'test_6_recall': 1.0, 'train_8_precision': 0.9996158278908951, 'train_2_precision': 1.0, 'test_8_support': 649.0, 'test_2_support': 39.0, 'train_5_recall': 1.0, 'train_4_support': 816.0, 'test_3_support': 98.0, 'train_weighted avg_precision': 0.9591470973843796, 'test_4_precision': 1.0, 'train_5_support': 1438.0, 'test_4_recall': 1.0, 'test_4_f1-score': 1.0, 'train_7_recall': 1.0, 'train_macro avg_support': 11840.0, 'train_macro avg_f1-score': 0.7665017436222404, 'test_5_f1-score': 1.0, 'test_7_recall': 1.0, 'train_2_recall': 0.0106951871657754, 'test_9_support': 167.0, 'test_3_recall': 0.07142857142857142, 'train_9_support': 681.0}
Parameters: {'classifier__n_estimators': '100', 'classifier__max_depth': '20'}
---
Run ID: 58297d843f994bdbafd5e10eef10d962
Metrics: {'train_6_precision': 1.0, 'test_macro avg_recall': 1.0, 'train_4_recall': 1.0, 'train_9_precision': 1.0, 'train_6_support': 2311.0, 'train_macro avg_recall': 1.0, 'train_8_f1-score': 1.0, 'train_9_recall': 1.0, 'train_2_f1-score': 1.0, 'test_8_recall': 1.0, 'test_9_f1-score': 1.0, 'train_1_recall': 1.0, 'train_5_precision': 1.0, 'test_weighted avg_precision': 1.0, 'test_weighted avg_recall': 1.0, 'test_1_support': 17.0, 'test_5_support': 369.0, 'test_6_support': 579.0, 'train_7_support': 3301.0, 'test_1_f1-score': 1.0, 'train_1_f1-score': 1.0, 'train_1_support': 62.0, 'train_5_f1-score': 1.0, 'test_1_recall': 1.0, 'train_3_f1-score': 1.0, 'test_1_precision': 1.0, 'train_1_precision': 1.0, 'train_3_support': 442.0, 'test_macro avg_f1-score': 1.0, 'train_7_f1-score': 1.0, 'test_9_recall': 1.0, 'test_3_f1-score': 1.0, 'test_3_precision': 1.0, 'train_3_precision': 1.0, 'test_8_precision': 1.0, 'test_4_support': 225.0, 'train_weighted avg_recall': 1.0, 'test_7_support': 818.0, 'test_7_f1-score': 1.0, 'train_macro avg_precision': 1.0, 'train_weighted avg_f1-score': 1.0, 'test_2_recall': 1.0, 'train_2_support': 187.0, 'train_4_f1-score': 1.0, 'test_macro avg_support': 2961.0, 'test_macro avg_precision': 1.0, 'test_6_f1-score': 1.0, 'test_8_f1-score': 1.0, 'test_weighted avg_f1-score': 1.0, 'test_9_precision': 1.0, 'train_4_precision': 1.0, 'train_8_support': 2602.0, 'train_8_recall': 1.0, 'test_5_precision': 1.0, 'test_6_precision': 1.0, 'train_6_f1-score': 1.0, 'test_weighted avg_support': 2961.0, 'test_2_f1-score': 1.0, 'train_weighted avg_support': 11840.0, 'test_7_precision': 1.0, 'test_2_precision': 1.0, 'train_6_recall': 1.0, 'test_5_recall': 1.0, 'train_7_precision': 1.0, 'train_3_recall': 1.0, 'train_9_f1-score': 1.0, 'test_6_recall': 1.0, 'train_8_precision': 1.0, 'train_2_precision': 1.0, 'test_8_support': 649.0, 'test_2_support': 39.0, 'train_5_recall': 1.0, 'train_4_support': 816.0, 'test_3_support': 98.0, 'train_weighted avg_precision': 1.0, 'test_4_precision': 1.0, 'train_5_support': 1438.0, 'test_4_recall': 1.0, 'test_4_f1-score': 1.0, 'train_7_recall': 1.0, 'train_macro avg_support': 11840.0, 'train_macro avg_f1-score': 1.0, 'test_5_f1-score': 1.0, 'test_7_recall': 1.0, 'train_2_recall': 1.0, 'test_9_support': 167.0, 'test_3_recall': 1.0, 'train_9_support': 681.0}
Parameters: {'classifier__alpha': '0.1'}
---
Run ID: 0817fd2ad92b41fda612f34606aab77d
Metrics: {'train_6_precision': 1.0, 'test_macro avg_recall': 1.0, 'train_4_recall': 1.0, 'train_9_precision': 1.0, 'train_6_support': 2311.0, 'train_macro avg_recall': 1.0, 'train_8_f1-score': 1.0, 'train_9_recall': 1.0, 'train_2_f1-score': 1.0, 'test_8_recall': 1.0, 'test_9_f1-score': 1.0, 'train_1_recall': 1.0, 'train_5_precision': 1.0, 'test_weighted avg_precision': 1.0, 'test_weighted avg_recall': 1.0, 'test_1_support': 17.0, 'test_5_support': 369.0, 'test_6_support': 579.0, 'train_7_support': 3301.0, 'test_1_f1-score': 1.0, 'train_1_f1-score': 1.0, 'train_1_support': 62.0, 'train_5_f1-score': 1.0, 'test_1_recall': 1.0, 'train_3_f1-score': 1.0, 'test_1_precision': 1.0, 'train_1_precision': 1.0, 'train_3_support': 442.0, 'test_macro avg_f1-score': 1.0, 'train_7_f1-score': 1.0, 'test_9_recall': 1.0, 'test_3_f1-score': 1.0, 'test_3_precision': 1.0, 'train_3_precision': 1.0, 'test_8_precision': 1.0, 'test_4_support': 225.0, 'train_weighted avg_recall': 1.0, 'test_7_support': 818.0, 'test_7_f1-score': 1.0, 'train_macro avg_precision': 1.0, 'train_weighted avg_f1-score': 1.0, 'test_2_recall': 1.0, 'train_2_support': 187.0, 'train_4_f1-score': 1.0, 'test_macro avg_support': 2961.0, 'test_macro avg_precision': 1.0, 'test_6_f1-score': 1.0, 'test_8_f1-score': 1.0, 'test_weighted avg_f1-score': 1.0, 'test_9_precision': 1.0, 'train_4_precision': 1.0, 'train_8_support': 2602.0, 'train_8_recall': 1.0, 'test_5_precision': 1.0, 'test_6_precision': 1.0, 'train_6_f1-score': 1.0, 'test_weighted avg_support': 2961.0, 'test_2_f1-score': 1.0, 'train_weighted avg_support': 11840.0, 'test_7_precision': 1.0, 'test_2_precision': 1.0, 'train_6_recall': 1.0, 'test_5_recall': 1.0, 'train_7_precision': 1.0, 'train_3_recall': 1.0, 'train_9_f1-score': 1.0, 'test_6_recall': 1.0, 'train_8_precision': 1.0, 'train_2_precision': 1.0, 'test_8_support': 649.0, 'test_2_support': 39.0, 'train_5_recall': 1.0, 'train_4_support': 816.0, 'test_3_support': 98.0, 'train_weighted avg_precision': 1.0, 'test_4_precision': 1.0, 'train_5_support': 1438.0, 'test_4_recall': 1.0, 'test_4_f1-score': 1.0, 'train_7_recall': 1.0, 'train_macro avg_support': 11840.0, 'train_macro avg_f1-score': 1.0, 'test_5_f1-score': 1.0, 'test_7_recall': 1.0, 'train_2_recall': 1.0, 'test_9_support': 167.0, 'test_3_recall': 1.0, 'train_9_support': 681.0}
Parameters: {'classifier__C': '1', 'classifier__penalty': 'l2'}
---
Run ID: 56fb478d111b48e09c5dd6b64a563248
Metrics: {}
Parameters: {}
---
Run ID: 52d1787ac2ee4efe8cf88e2b2373a8aa
Metrics: {'confusion_matrix_7_4': 0.0, 'confusion_matrix_1_8': 0.0, 'confusion_matrix_6_7': 0.0, 'confusion_matrix_1_1': 39.0, 'confusion_matrix_6_1': 0.0, 'confusion_matrix_4_0': 0.0, 'mean_f1_cv': 0.9998773833824499, 'confusion_matrix_4_4': 369.0, 'confusion_matrix_0_3': 0.0, 'confusion_matrix_8_0': 0.0, 'confusion_matrix_8_5': 0.0, 'confusion_matrix_7_2': 0.0, 'confusion_matrix_6_0': 0.0, 'confusion_matrix_2_6': 0.0, 'confusion_matrix_7_6': 0.0, 'confusion_matrix_2_0': 0.0, 'confusion_matrix_0_4': 0.0, 'confusion_matrix_0_6': 0.0, 'confusion_matrix_7_5': 0.0, 'confusion_matrix_2_1': 0.0, 'confusion_matrix_8_2': 0.0, 'confusion_matrix_0_5': 0.0, 'confusion_matrix_8_3': 0.0, 'confusion_matrix_3_5': 0.0, 'confusion_matrix_8_1': 0.0, 'confusion_matrix_6_5': 0.0, 'confusion_matrix_3_6': 0.0, 'confusion_matrix_7_3': 0.0, 'confusion_matrix_5_2': 0.0, 'confusion_matrix_7_8': 0.0, 'confusion_matrix_6_4': 0.0, 'confusion_matrix_6_3': 0.0, 'confusion_matrix_4_2': 0.0, 'confusion_matrix_3_1': 0.0, 'confusion_matrix_5_8': 0.0, 'confusion_matrix_4_7': 0.0, 'confusion_matrix_3_4': 0.0, 'confusion_matrix_4_1': 0.0, 'confusion_matrix_1_3': 0.0, 'confusion_matrix_1_2': 0.0, 'confusion_matrix_5_5': 579.0, 'confusion_matrix_3_2': 0.0, 'confusion_matrix_5_0': 0.0, 'confusion_matrix_5_6': 0.0, 'confusion_matrix_0_1': 0.0, 'confusion_matrix_1_6': 0.0, 'confusion_matrix_5_7': 0.0, 'confusion_matrix_8_6': 0.0, 'confusion_matrix_4_8': 0.0, 'confusion_matrix_6_2': 0.0, 'confusion_matrix_3_7': 0.0, 'confusion_matrix_8_7': 0.0, 'confusion_matrix_3_3': 225.0, 'confusion_matrix_6_8': 0.0, 'confusion_matrix_7_7': 649.0, 'confusion_matrix_2_2': 98.0, 'confusion_matrix_0_2': 0.0, 'confusion_matrix_2_4': 0.0, 'confusion_matrix_1_5': 0.0, 'confusion_matrix_7_1': 0.0, 'confusion_matrix_4_6': 0.0, 'f1_test': 1.0, 'confusion_matrix_2_3': 0.0, 'confusion_matrix_4_3': 0.0, 'confusion_matrix_0_8': 0.0, 'confusion_matrix_2_7': 0.0, 'confusion_matrix_5_1': 0.0, 'confusion_matrix_8_8': 167.0, 'confusion_matrix_1_0': 0.0, 'confusion_matrix_0_0': 17.0, 'confusion_matrix_5_3': 0.0, 'confusion_matrix_3_0': 0.0, 'confusion_matrix_0_7': 0.0, 'confusion_matrix_2_5': 0.0, 'confusion_matrix_4_5': 0.0, 'confusion_matrix_3_8': 0.0, 'confusion_matrix_6_6': 818.0, 'confusion_matrix_1_7': 0.0, 'confusion_matrix_2_8': 0.0, 'confusion_matrix_5_4': 0.0, 'confusion_matrix_7_0': 0.0, 'confusion_matrix_1_4': 0.0, 'confusion_matrix_8_4': 0.0}
Parameters: {'best_params': "{'classifier__C': 1}", 'classification_report': '{"1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "9": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: ad107d5f4987466dabb214f3d1810006
Metrics: {'accuracy': 1.0, 'f1_score': 1.0}
Parameters: {'classifier': 'XGBoost'}
---
Run ID: 9300cd49c32e4d559a0bf93c1b26091a
Metrics: {'accuracy': 1.0, 'f1_score': 1.0}
Parameters: {'classifier': 'Ridge_Classifier', 'classifier__alpha': '0.1'}
---
Run ID: 4f01ccb38f3e4dca995ff1dcabe6c155
Metrics: {'accuracy': 0.6980749746707193, 'f1_score': 0.6070028819083996}
Parameters: {'classifier': 'Random_Forest', 'classifier__n_estimators': '50', 'classifier__max_depth': '10'}
---
Run ID: b0f29d2bf6424156b3a468b4ba26bbb8
Metrics: {'accuracy': 1.0, 'f1_score': 1.0}
Parameters: {'classifier': 'Logistic_Regression', 'classifier__C': '1'}
---
Run ID: 59a0333c8d27480492a36b114d4c8801
Metrics: {}
Parameters: {'classifier': 'XGBoost'}
---
Run ID: 763480787a314ff1ba35f577f9711354
Metrics: {'accuracy': 1.0, 'f1_score': 1.0}
Parameters: {'classifier': 'Ridge_Classifier', 'classifier__alpha': '0.1'}
---
Run ID: f76680b374394149b39a7ec00d83f1a4
Metrics: {'accuracy': 0.6980749746707193, 'f1_score': 0.6070028819083996}
Parameters: {'classifier': 'Random_Forest', 'classifier__n_estimators': '50', 'classifier__max_depth': '10'}
---
Run ID: ce34007c334c44d390e4e97dab829bf1
Metrics: {'accuracy': 1.0, 'f1_score': 1.0}
Parameters: {'classifier': 'Logistic_Regression', 'classifier__C': '1'}
---
Run ID: 3162c26ac52a434599b292f0b13eaffb
Metrics: {}
Parameters: {}
---
Run ID: c36a83db81d44f0cb29288f35fc8b31d
Metrics: {}
Parameters: {}
---
Run ID: 010569ee36a14486953e1c82636a7d97
Metrics: {}
Parameters: {}
---
Run ID: 3a717703e739448e87d83c4d5c18176c
Metrics: {}
Parameters: {}
---
Run ID: 2e198e40640f47048eff6d5c938f5d54
Metrics: {}
Parameters: {}
---
Run ID: f0dc4d6d9d0349dca239ee6f371727ae
Metrics: {'accuracy': 1.0, 'f1_score': 1.0}
Parameters: {'best_params': '{"classifier__alpha": 0.1}', 'model': 'Ridge_Classifier'}
---
Run ID: a0a56cc210404a05b5bf2d96b46b10ba
Metrics: {'accuracy': 0.502870651806822, 'f1_score': 0.3794251757522201}
Parameters: {'best_params': '{"classifier__max_depth": 10, "classifier__n_estimators": 50}', 'model': 'Random_Forest'}
---
Run ID: fa2c38e42f794cfb98ef04b3037723f5
Metrics: {'accuracy': 1.0, 'f1_score': 1.0}
Parameters: {'best_params': '{"classifier__C": 1}', 'model': 'Logistic_Regression'}
---
Run ID: 65007925150c46d0b201f1e46d8ef2cc
Metrics: {}
Parameters: {}
---
Run ID: 7dd6445f278e420fb2693f8b8a96f6cb
Metrics: {'Logistic_Regression_accuracy_test': 1.0, 'Ridge_Classifier_f1_test': 1.0, 'Logistic_Regression_f1_test': 1.0, 'Random_Forest_accuracy_test': 0.6953731847348869, 'Random_Forest_f1_test': 0.6011913633069197, 'Ridge_Classifier_accuracy_test': 1.0}
Parameters: {'num_samples': '14801', 'Logistic_Regression_classifier': 'Logistic_Regression', 'Ridge_Classifier_best_params': '{"classifier__alpha": 0.1}', 'Random_Forest_classifier': 'Random_Forest', 'Random_Forest_best_params': '{"classifier__max_depth": 10, "classifier__min_samples_split": 2, "classifier__n_estimators": 100}', 'dataset': 'Games.csv', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Ridge_Classifier_classifier': 'Ridge_Classifier', 'Logistic_Regression_best_params': '{"classifier__C": 1, "classifier__penalty": "l2"}'}
---
Run ID: c9eaf38f4cd342fa843b49acb8fdec14
Metrics: {'Ridge Classifier_f1_test': 1.0, 'Ridge Classifier_accuracy_test': 1.0, 'Logistic Regression_f1_test': 1.0, 'Logistic Regression_accuracy_test': 1.0, 'Random Forest_f1_test': 0.6011913633069197, 'Random Forest_accuracy_test': 0.6953731847348869}
Parameters: {'Ridge Classifier_classifier': 'Ridge Classifier', 'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 10, "classifier__min_samples_split": 2, "classifier__n_estimators": 100}', 'Logistic Regression_best_params': '{"classifier__C": 1, "classifier__penalty": "l2"}', 'Ridge Classifier_best_params': '{"classifier__alpha": 0.1}', 'XGBoost_best_params': '{"classifier__learning_rate": 0.01, "classifier__max_depth": 5, "classifier__n_estimators": 50}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost'}
---
Run ID: 702b05e347b949379d7eade0740222ca
Metrics: {'Ridge Classifier_f1_test': 1.0, 'Ridge Classifier_accuracy_test': 1.0, 'Logistic Regression_f1_test': 1.0, 'Logistic Regression_accuracy_test': 1.0, 'Random Forest_f1_test': 0.6011913633069197, 'Random Forest_accuracy_test': 0.6953731847348869}
Parameters: {'Ridge Classifier_classifier': 'Ridge Classifier', 'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 10, "classifier__min_samples_split": 2, "classifier__n_estimators": 100}', 'Logistic Regression_best_params': '{"classifier__C": 1, "classifier__penalty": "l2"}', 'Ridge Classifier_best_params': '{"classifier__alpha": 0.1}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost'}
---
Run ID: bf4475131035470f88ee08e917e1362e
Metrics: {}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'dataset': 'Games.csv', 'num_features': '3'}
---
Run ID: 4afd70385f79478ebda2cae93226ea38
Metrics: {'Logistic Regression_f1_test': 1.0, 'Logistic Regression_accuracy_test': 1.0, 'Random Forest_f1_test': 0.6011913633069197, 'Random Forest_accuracy_test': 0.6953731847348869}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 10, "classifier__min_samples_split": 2, "classifier__n_estimators": 100}', 'Logistic Regression_best_params': '{"classifier__C": 1, "classifier__penalty": "l2"}', 'num_features': '3'}
---
Run ID: 45865389bf4d4a2e9a0ee730a7ec64df
Metrics: {'SVM_accuracy_test': 1.0, 'Logistic Regression_f1_test': 1.0, 'Logistic Regression_accuracy_test': 1.0, 'SVM_f1_test': 1.0, 'Random Forest_f1_test': 0.6011913633069197, 'Random Forest_accuracy_test': 0.6953731847348869}
Parameters: {'num_samples': '14801', 'SVM_best_params': '{"classifier__C": 1, "classifier__kernel": "linear"}', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'SVM_classifier': 'SVM', 'Random Forest_best_params': '{"classifier__max_depth": 10, "classifier__min_samples_split": 2, "classifier__n_estimators": 100}', 'Logistic Regression_best_params': '{"classifier__C": 1, "classifier__penalty": "l2"}', 'num_features': '3'}
---
Run ID: 98f6f99552c94eb39b8f3510dca8210c
Metrics: {'Logistic Regression_f1_test': 0.0, 'Logistic Regression_accuracy_test': 0.0, 'Random Forest_f1_test': 0.0, 'Random Forest_accuracy_test': 0.0}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'SVM_classifier': 'SVM', 'Random Forest_best_params': '{"classifier__max_depth": 10, "classifier__min_samples_split": 2, "classifier__n_estimators": 100}', 'Logistic Regression_best_params': '{"classifier__C": 1, "classifier__penalty": "l2"}', 'num_features': '3'}
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Run ID: 4f52356d786d469a90879cf8d063b3bd
Metrics: {}
Parameters: {}
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Run ID: 28917f8a00f24f119ee3a3f93c55821b
Metrics: {}
Parameters: {}
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Run ID: 93dbfa421afe47b69da6e5f21a17ed8e
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Parameters: {}
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Run ID: c22f358777874f58a596b0ac48804834
Metrics: {}
Parameters: {}
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Run ID: a1d327c5d8e0461a87e5457cdb9f4801
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Parameters: {}
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Run ID: ede9214c61f342bdbbaafddc1d0060da
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Parameters: {}
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Run ID: 1df47ceed65d44aea93a02fc647eddae
Metrics: {}
Parameters: {}
---
Run ID: 66c559410ec84afa88663403074f2fc9
Metrics: {}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'dataset': 'Games.csv', 'num_features': '3'}
---
Run ID: c589f965209e42149c1aab8e570c1e20
Metrics: {'Random Forest_cm_6_5': 0.0, 'Random Forest_cm_2_7': 0.0, 'Random Forest_cm_8_4': 0.0, 'Random Forest_cm_5_6': 32.0, 'Logistic Regression_cm_5_6': 0.0, 'Random Forest_cm_7_4': 0.0, 'Random Forest_cm_0_7': 0.0, 'Logistic Regression_cm_7_5': 0.0, 'Random Forest_cm_8_3': 0.0, 'Logistic Regression_cm_5_5': 579.0, 'Logistic Regression_cm_1_2': 0.0, 'Logistic Regression_cm_2_1': 0.0, 'Logistic Regression_cm_5_4': 0.0, 'Logistic Regression_cm_4_6': 0.0, 'Logistic Regression_cm_0_3': 0.0, 'Logistic Regression_cm_6_0': 0.0, 'Random Forest_cm_8_6': 34.0, 'Random Forest_cm_0_1': 0.0, 'Logistic Regression_cm_2_6': 0.0, 'Random Forest_cm_1_6': 39.0, 'Random Forest_cm_2_8': 0.0, 'Random Forest_cm_3_1': 0.0, 'Logistic Regression_cm_0_7': 0.0, 'Logistic Regression_cm_2_3': 0.0, 'Logistic Regression_cm_8_4': 0.0, 'Random Forest_cm_5_4': 0.0, 'Random Forest_cm_6_7': 0.0, 'Random Forest_cm_4_3': 0.0, 'Logistic Regression_cm_0_8': 0.0, 'Logistic Regression_cm_4_1': 0.0, 'Random Forest_cm_7_2': 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Parameters: {'num_samples': '14801', 'XGBoost_error': "'super' object has no attribute '__sklearn_tags__'", 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__n_estimators": 50, "classifier__min_samples_split": 5, "classifier__max_depth": 15}', 'Logistic Regression_best_params': '{"classifier__penalty": "l2", "classifier__C": 0.1}', 'XGBoost_best_params': '{"classifier__n_estimators": 50, "classifier__max_depth": 3, "classifier__learning_rate": 0.01}', 'num_features': '3'}
---
Run ID: 458073863da54b99b0feaa8e42963caf
Metrics: {}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'dataset': 'Games.csv', 'num_features': '3'}
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Run ID: 324b53bd234642bc83594c3c91e6267c
Metrics: {}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'dataset': 'Games.csv', 'num_features': '3'}
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Run ID: 019f99849baf4d0db66e3311d64cac93
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Regression_confusion_matrix_class_2_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_4_test': 369.0, 'Random Forest_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_6_test': 98.0, 'Logistic Regression_confusion_matrix_class_4_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_2_test': 98.0, 'Logistic Regression_confusion_matrix_class_1_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_8_test': 133.0, 'Random Forest_confusion_matrix_class_8_pred_6_test': 34.0, 'Random Forest_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_0_test': 17.0, 'Random Forest_confusion_matrix_class_7_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_8_test': 167.0, 'Logistic Regression_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_6_test': 0.0}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classification_report': '{"0": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 17.0}, "1": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 39.0}, "2": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 0.044444444444444446, "f1-score": 0.0851063829787234, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 0.9981751824817519, "recall": 0.9447322970639033, "f1-score": 0.9707187222715173, "support": 579.0}, "6": {"precision": 0.6533546325878594, "recall": 1.0, "f1-score": 0.7903381642512077, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 0.7964071856287425, "f1-score": 0.8866666666666667, "support": 167.0}, "accuracy": 0.8530901722391084, "macro avg": {"precision": 0.6279477572299568, "recall": 0.5317315474596767, "f1-score": 0.5258699929075684, "support": 2961.0}, "weighted avg": {"precision": 0.851870152014118, "recall": 0.8530901722391084, "f1-score": 0.8084312826937665, "support": 2961.0}}', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 15, "classifier__min_samples_split": 5, "classifier__n_estimators": 50}', 'Logistic Regression_best_params': '{"classifier__C": 0.1, "classifier__penalty": "l2"}', 'XGBoost_best_params': '{"classifier__learning_rate": 0.01, "classifier__max_depth": 3, "classifier__n_estimators": 50}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Logistic Regression_classification_report': '{"0": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: e2fcfbce300140d2997342b41bc80dee
Metrics: {'Random Forest_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_6_test': 32.0, 'Logistic Regression_confusion_matrix_class_7_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_6_test': 214.0, 'Logistic Regression_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_4_test': 369.0, 'Logistic Regression_confusion_matrix_class_3_pred_3_test': 225.0, 'Logistic Regression_confusion_matrix_class_1_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_5_test': 0.0, 'Logistic Regression_f1_test': 1.0, 'Logistic Regression_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_accuracy_test': 1.0, 'Logistic Regression_confusion_matrix_class_1_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_5_test': 579.0, 'Logistic Regression_confusion_matrix_class_8_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_5_test': 547.0, 'Logistic Regression_confusion_matrix_class_6_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_5_test': 1.0, 'Logistic Regression_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_7_test': 649.0, 'Random Forest_confusion_matrix_class_1_pred_6_test': 39.0, 'Random Forest_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_6_test': 17.0, 'Logistic Regression_confusion_matrix_class_2_pred_0_test': 0.0, 'Random Forest_f1_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_7_pred_7_test': 649.0, 'Logistic Regression_confusion_matrix_class_0_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_7_test': 0.0, 'Random Forest_accuracy_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_1_test': 39.0, 'Logistic Regression_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_3_test': 10.0, 'Random Forest_confusion_matrix_class_6_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_4_test': 369.0, 'Random Forest_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_6_test': 98.0, 'Logistic Regression_confusion_matrix_class_4_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_2_test': 98.0, 'Logistic Regression_confusion_matrix_class_1_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_8_test': 133.0, 'Random Forest_confusion_matrix_class_8_pred_6_test': 34.0, 'Random Forest_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_0_test': 17.0, 'Random Forest_confusion_matrix_class_7_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_8_test': 167.0, 'Logistic Regression_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_6_test': 0.0}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classification_report': '{"0": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 17.0}, "1": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 39.0}, "2": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 0.044444444444444446, "f1-score": 0.0851063829787234, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 0.9981751824817519, "recall": 0.9447322970639033, "f1-score": 0.9707187222715173, "support": 579.0}, "6": {"precision": 0.6533546325878594, "recall": 1.0, "f1-score": 0.7903381642512077, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 0.7964071856287425, "f1-score": 0.8866666666666667, "support": 167.0}, "accuracy": 0.8530901722391084, "macro avg": {"precision": 0.6279477572299568, "recall": 0.5317315474596767, "f1-score": 0.5258699929075684, "support": 2961.0}, "weighted avg": {"precision": 0.851870152014118, "recall": 0.8530901722391084, "f1-score": 0.8084312826937665, "support": 2961.0}}', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 15, "classifier__min_samples_split": 5, "classifier__n_estimators": 50}', 'Logistic Regression_best_params': '{"classifier__C": 0.1, "classifier__penalty": "l2"}', 'XGBoost_best_params': '{"classifier__learning_rate": 0.01, "classifier__max_depth": 3, "classifier__n_estimators": 50}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Logistic Regression_classification_report': '{"0": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: aa6c1d57ba1145abbfe6383d5871b63b
Metrics: {'Random Forest_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_0_test': 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'Logistic Regression_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_6_test': 98.0, 'Logistic Regression_confusion_matrix_class_4_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_2_test': 98.0, 'Logistic Regression_confusion_matrix_class_1_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_8_test': 133.0, 'Random Forest_confusion_matrix_class_8_pred_6_test': 34.0, 'Random Forest_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_0_test': 17.0, 'Random Forest_confusion_matrix_class_7_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_0_test': 0.0, 'Logistic 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Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classification_report': '{"0": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 17.0}, "1": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 39.0}, "2": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 0.044444444444444446, "f1-score": 0.0851063829787234, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 0.9981751824817519, "recall": 0.9447322970639033, "f1-score": 0.9707187222715173, "support": 579.0}, "6": {"precision": 0.6533546325878594, "recall": 1.0, "f1-score": 0.7903381642512077, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 0.7964071856287425, "f1-score": 0.8866666666666667, "support": 167.0}, "accuracy": 0.8530901722391084, "macro avg": {"precision": 0.6279477572299568, "recall": 0.5317315474596767, "f1-score": 0.5258699929075684, "support": 2961.0}, "weighted avg": {"precision": 0.851870152014118, "recall": 0.8530901722391084, "f1-score": 0.8084312826937665, "support": 2961.0}}', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 15, "classifier__min_samples_split": 5, "classifier__n_estimators": 50}', 'Logistic Regression_best_params': '{"classifier__C": 0.1, "classifier__penalty": "l2"}', 'XGBoost_best_params': '{"classifier__learning_rate": 0.01, "classifier__max_depth": 3, "classifier__n_estimators": 50}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Logistic Regression_classification_report': '{"0": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: 39b94acb01b742548ba8ede2739eb578
Metrics: {}
Parameters: {'classifier__n_estimators': '50', 'classifier__learning_rate': '0.01', 'classifier__max_depth': '3'}
---
Run ID: 7a5fa878eb354400a9968edbaae9dea6
Metrics: {'train_f1': 0.7629094879268582, 'test_f1': 0.7509244582762762}
Parameters: {'classifier__n_estimators': '100', 'classifier__min_samples_split': '5', 'classifier__max_depth': '20'}
---
Run ID: 8474b35364954a069b5c14dadcef8526
Metrics: {'train_f1': 1.0, 'test_f1': 1.0}
Parameters: {'classifier__alpha': '0.1'}
---
Run ID: 25b1f18eafbb4722aca09197d5fd613e
Metrics: {'train_f1': 1.0, 'test_f1': 1.0}
Parameters: {'classifier__C': '1', 'classifier__penalty': 'l2'}
---
Run ID: 2964602a0fd643f3a9610aacda15699d
Metrics: {}
Parameters: {}
---
Run ID: e18c80b769074bdf8dca1ed36bc780d9
Metrics: {}
Parameters: {}
---
Run ID: 5a830357a2864ec1848b7667aaf57e08
Metrics: {}
Parameters: {}
---
Run ID: 02ec1c1ae9c24519876cc2f0bd1c3f20
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Regression_confusion_matrix_class_7_pred_7_test': 649.0, 'Random Forest_confusion_matrix_class_1_pred_6_test': 39.0, 'Random Forest_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_6_test': 17.0, 'Logistic Regression_confusion_matrix_class_2_pred_0_test': 0.0, 'Random Forest_f1_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_7_pred_7_test': 649.0, 'Logistic Regression_confusion_matrix_class_0_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_7_test': 0.0, 'Random Forest_accuracy_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_7_test': 0.0, 'Random 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Regression_confusion_matrix_class_2_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_4_test': 369.0, 'Random Forest_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_6_test': 98.0, 'Logistic Regression_confusion_matrix_class_4_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_2_test': 98.0, 'Logistic Regression_confusion_matrix_class_1_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_8_test': 133.0, 'Random Forest_confusion_matrix_class_8_pred_6_test': 34.0, 'Random Forest_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_0_test': 17.0, 'Random Forest_confusion_matrix_class_7_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_8_test': 167.0, 'Logistic Regression_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_6_test': 0.0}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classification_report': '{"0": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 17.0}, "1": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 39.0}, "2": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 0.044444444444444446, "f1-score": 0.0851063829787234, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 0.9981751824817519, "recall": 0.9447322970639033, "f1-score": 0.9707187222715173, "support": 579.0}, "6": {"precision": 0.6533546325878594, "recall": 1.0, "f1-score": 0.7903381642512077, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 0.7964071856287425, "f1-score": 0.8866666666666667, "support": 167.0}, "accuracy": 0.8530901722391084, "macro avg": {"precision": 0.6279477572299568, "recall": 0.5317315474596767, "f1-score": 0.5258699929075684, "support": 2961.0}, "weighted avg": {"precision": 0.851870152014118, "recall": 0.8530901722391084, "f1-score": 0.8084312826937665, "support": 2961.0}}', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 15, "classifier__min_samples_split": 5, "classifier__n_estimators": 50}', 'Logistic Regression_best_params': '{"classifier__C": 0.1, "classifier__penalty": "l2"}', 'XGBoost_best_params': '{"classifier__learning_rate": 0.01, "classifier__max_depth": 3, "classifier__n_estimators": 50}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Logistic Regression_classification_report': '{"0": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: 724755eb315044ebb74a4ad5740fd142
Metrics: {'Random Forest_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_6_test': 32.0, 'Logistic Regression_confusion_matrix_class_7_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_6_test': 214.0, 'Logistic Regression_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_4_test': 369.0, 'Logistic Regression_confusion_matrix_class_3_pred_3_test': 225.0, 'Logistic Regression_confusion_matrix_class_1_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_5_test': 0.0, 'Logistic Regression_f1_test': 1.0, 'Logistic Regression_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_accuracy_test': 1.0, 'Logistic Regression_confusion_matrix_class_1_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_5_test': 579.0, 'Logistic Regression_confusion_matrix_class_8_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_5_test': 547.0, 'Logistic Regression_confusion_matrix_class_6_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_5_test': 1.0, 'Logistic Regression_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_7_test': 649.0, 'Random Forest_confusion_matrix_class_1_pred_6_test': 39.0, 'Random Forest_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_6_test': 17.0, 'Logistic Regression_confusion_matrix_class_2_pred_0_test': 0.0, 'Random Forest_f1_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_7_pred_7_test': 649.0, 'Logistic Regression_confusion_matrix_class_0_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_7_test': 0.0, 'Random Forest_accuracy_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_1_test': 39.0, 'Logistic Regression_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_3_test': 10.0, 'Random Forest_confusion_matrix_class_6_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_4_test': 369.0, 'Random Forest_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_6_test': 98.0, 'Logistic Regression_confusion_matrix_class_4_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_2_test': 98.0, 'Logistic Regression_confusion_matrix_class_1_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_8_test': 133.0, 'Random Forest_confusion_matrix_class_8_pred_6_test': 34.0, 'Random Forest_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_0_test': 17.0, 'Random Forest_confusion_matrix_class_7_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_8_test': 167.0, 'Logistic Regression_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_6_test': 0.0}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classification_report': '{"0": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 17.0}, "1": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 39.0}, "2": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 0.044444444444444446, "f1-score": 0.0851063829787234, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 0.9981751824817519, "recall": 0.9447322970639033, "f1-score": 0.9707187222715173, "support": 579.0}, "6": {"precision": 0.6533546325878594, "recall": 1.0, "f1-score": 0.7903381642512077, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 0.7964071856287425, "f1-score": 0.8866666666666667, "support": 167.0}, "accuracy": 0.8530901722391084, "macro avg": {"precision": 0.6279477572299568, "recall": 0.5317315474596767, "f1-score": 0.5258699929075684, "support": 2961.0}, "weighted avg": {"precision": 0.851870152014118, "recall": 0.8530901722391084, "f1-score": 0.8084312826937665, "support": 2961.0}}', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 15, "classifier__min_samples_split": 5, "classifier__n_estimators": 50}', 'Logistic Regression_best_params': '{"classifier__C": 0.1, "classifier__penalty": "l2"}', 'XGBoost_best_params': '{"classifier__learning_rate": 0.01, "classifier__max_depth": 3, "classifier__n_estimators": 50}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Logistic Regression_classification_report': '{"0": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: 6320439f3b7b4487ad8109e000c9ce62
Metrics: {'Random Forest_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_6_test': 32.0, 'Logistic Regression_confusion_matrix_class_7_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_6_test': 214.0, 'Logistic Regression_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_4_test': 369.0, 'Logistic Regression_confusion_matrix_class_3_pred_3_test': 225.0, 'Logistic Regression_confusion_matrix_class_1_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_5_test': 0.0, 'Logistic Regression_f1_test': 1.0, 'Logistic Regression_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_accuracy_test': 1.0, 'Logistic Regression_confusion_matrix_class_1_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_5_test': 579.0, 'Logistic Regression_confusion_matrix_class_8_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_5_test': 547.0, 'Logistic Regression_confusion_matrix_class_6_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_5_test': 1.0, 'Logistic Regression_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_7_test': 649.0, 'Random Forest_confusion_matrix_class_1_pred_6_test': 39.0, 'Random Forest_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_6_test': 17.0, 'Logistic Regression_confusion_matrix_class_2_pred_0_test': 0.0, 'Random Forest_f1_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_7_pred_7_test': 649.0, 'Logistic Regression_confusion_matrix_class_0_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_7_test': 0.0, 'Random Forest_accuracy_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_1_test': 39.0, 'Logistic Regression_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_3_test': 10.0, 'Random Forest_confusion_matrix_class_6_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_4_test': 369.0, 'Random Forest_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_6_test': 98.0, 'Logistic Regression_confusion_matrix_class_4_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_2_test': 98.0, 'Logistic Regression_confusion_matrix_class_1_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_8_test': 133.0, 'Random Forest_confusion_matrix_class_8_pred_6_test': 34.0, 'Random Forest_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_0_test': 17.0, 'Random Forest_confusion_matrix_class_7_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_8_test': 167.0, 'Logistic Regression_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_6_test': 0.0}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classification_report': '{"0": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 17.0}, "1": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 39.0}, "2": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 0.044444444444444446, "f1-score": 0.0851063829787234, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 0.9981751824817519, "recall": 0.9447322970639033, "f1-score": 0.9707187222715173, "support": 579.0}, "6": {"precision": 0.6533546325878594, "recall": 1.0, "f1-score": 0.7903381642512077, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 0.7964071856287425, "f1-score": 0.8866666666666667, "support": 167.0}, "accuracy": 0.8530901722391084, "macro avg": {"precision": 0.6279477572299568, "recall": 0.5317315474596767, "f1-score": 0.5258699929075684, "support": 2961.0}, "weighted avg": {"precision": 0.851870152014118, "recall": 0.8530901722391084, "f1-score": 0.8084312826937665, "support": 2961.0}}', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 15, "classifier__min_samples_split": 5, "classifier__n_estimators": 50}', 'Logistic Regression_best_params': '{"classifier__C": 0.1, "classifier__penalty": "l2"}', 'XGBoost_best_params': '{"classifier__learning_rate": 0.01, "classifier__max_depth": 3, "classifier__n_estimators": 50}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Logistic Regression_classification_report': '{"0": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: d4f47885587a4e7c8c3d93c8805763b5
Metrics: {'Random Forest_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_0_test': 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Forest_confusion_matrix_class_3_pred_6_test': 214.0, 'Logistic Regression_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_4_test': 369.0, 'Logistic Regression_confusion_matrix_class_3_pred_3_test': 225.0, 'Logistic Regression_confusion_matrix_class_1_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_5_test': 0.0, 'Logistic Regression_f1_test': 1.0, 'Logistic Regression_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_accuracy_test': 1.0, 'Logistic Regression_confusion_matrix_class_1_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_5_test': 579.0, 'Logistic Regression_confusion_matrix_class_8_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_5_test': 547.0, 'Logistic Regression_confusion_matrix_class_6_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_5_test': 1.0, 'Logistic Regression_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_7_test': 649.0, 'Random Forest_confusion_matrix_class_1_pred_6_test': 39.0, 'Random Forest_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_6_test': 17.0, 'Logistic Regression_confusion_matrix_class_2_pred_0_test': 0.0, 'Random Forest_f1_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_7_pred_7_test': 649.0, 'Logistic Regression_confusion_matrix_class_0_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_7_test': 0.0, 'Random Forest_accuracy_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_1_test': 39.0, 'Logistic Regression_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_3_test': 10.0, 'Random Forest_confusion_matrix_class_6_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_4_test': 369.0, 'Random Forest_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_6_test': 98.0, 'Logistic Regression_confusion_matrix_class_4_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_2_test': 98.0, 'Logistic Regression_confusion_matrix_class_1_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_8_test': 133.0, 'Random Forest_confusion_matrix_class_8_pred_6_test': 34.0, 'Random Forest_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_0_test': 17.0, 'Random Forest_confusion_matrix_class_7_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_8_test': 167.0, 'Logistic Regression_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_6_test': 0.0}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classification_report': '{"0": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 17.0}, "1": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 39.0}, "2": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 0.044444444444444446, "f1-score": 0.0851063829787234, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 0.9981751824817519, "recall": 0.9447322970639033, "f1-score": 0.9707187222715173, "support": 579.0}, "6": {"precision": 0.6533546325878594, "recall": 1.0, "f1-score": 0.7903381642512077, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 0.7964071856287425, "f1-score": 0.8866666666666667, "support": 167.0}, "accuracy": 0.8530901722391084, "macro avg": {"precision": 0.6279477572299568, "recall": 0.5317315474596767, "f1-score": 0.5258699929075684, "support": 2961.0}, "weighted avg": {"precision": 0.851870152014118, "recall": 0.8530901722391084, "f1-score": 0.8084312826937665, "support": 2961.0}}', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 15, "classifier__min_samples_split": 5, "classifier__n_estimators": 50}', 'Logistic Regression_best_params': '{"classifier__C": 0.1, "classifier__penalty": "l2"}', 'XGBoost_best_params': '{"classifier__learning_rate": 0.01, "classifier__max_depth": 3, "classifier__n_estimators": 50}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Logistic Regression_classification_report': '{"0": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: 78ad3e98b37c4ec7b39d67290c8da2b4
Metrics: {'Random Forest_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_6_test': 32.0, 'Logistic Regression_confusion_matrix_class_7_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_6_test': 214.0, 'Logistic Regression_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_4_test': 369.0, 'Logistic Regression_confusion_matrix_class_3_pred_3_test': 225.0, 'Logistic Regression_confusion_matrix_class_1_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_5_test': 0.0, 'Logistic Regression_f1_test': 1.0, 'Logistic Regression_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_accuracy_test': 1.0, 'Logistic Regression_confusion_matrix_class_1_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_5_test': 579.0, 'Logistic Regression_confusion_matrix_class_8_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_5_test': 547.0, 'Logistic Regression_confusion_matrix_class_6_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_5_test': 1.0, 'Logistic Regression_confusion_matrix_class_3_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_7_test': 649.0, 'Random Forest_confusion_matrix_class_1_pred_6_test': 39.0, 'Random Forest_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_6_test': 17.0, 'Logistic Regression_confusion_matrix_class_2_pred_0_test': 0.0, 'Random Forest_f1_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_7_pred_7_test': 649.0, 'Logistic Regression_confusion_matrix_class_0_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_7_test': 0.0, 'Random Forest_accuracy_test': 0.8084312826937665, 'Random Forest_confusion_matrix_class_2_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_1_test': 39.0, 'Logistic Regression_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_3_test': 10.0, 'Random Forest_confusion_matrix_class_6_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_4_test': 369.0, 'Random Forest_confusion_matrix_class_8_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_6_test': 98.0, 'Logistic Regression_confusion_matrix_class_4_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_0_pred_8_test': 0.0, 'Random Forest_confusion_matrix_class_5_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_0_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_6_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_1_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_2_test': 98.0, 'Logistic Regression_confusion_matrix_class_1_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_6_pred_6_test': 818.0, 'Random Forest_confusion_matrix_class_0_pred_3_test': 0.0, 'Random Forest_confusion_matrix_class_4_pred_8_test': 0.0, 'Logistic Regression_confusion_matrix_class_2_pred_4_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_5_test': 0.0, 'Random Forest_confusion_matrix_class_1_pred_4_test': 0.0, 'Logistic Regression_confusion_matrix_class_1_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_7_test': 0.0, 'Random Forest_confusion_matrix_class_8_pred_8_test': 133.0, 'Random Forest_confusion_matrix_class_8_pred_6_test': 34.0, 'Random Forest_confusion_matrix_class_1_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_0_test': 17.0, 'Random Forest_confusion_matrix_class_7_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_2_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_4_pred_7_test': 0.0, 'Logistic Regression_confusion_matrix_class_3_pred_5_test': 0.0, 'Logistic Regression_confusion_matrix_class_5_pred_3_test': 0.0, 'Logistic Regression_confusion_matrix_class_7_pred_0_test': 0.0, 'Logistic Regression_confusion_matrix_class_6_pred_1_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_2_test': 0.0, 'Logistic Regression_confusion_matrix_class_0_pred_6_test': 0.0, 'Logistic Regression_confusion_matrix_class_8_pred_8_test': 167.0, 'Logistic Regression_confusion_matrix_class_0_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_3_pred_2_test': 0.0, 'Random Forest_confusion_matrix_class_7_pred_6_test': 0.0}
Parameters: {'num_samples': '14801', 'Logistic Regression_classifier': 'Logistic Regression', 'Random Forest_classification_report': '{"1": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 17.0}, "2": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 39.0}, "3": {"precision": 0.0, "recall": 0.0, "f1-score": 0.0, "support": 98.0}, "4": {"precision": 1.0, "recall": 0.044444444444444446, "f1-score": 0.0851063829787234, "support": 225.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "6": {"precision": 0.9981751824817519, "recall": 0.9447322970639033, "f1-score": 0.9707187222715173, "support": 579.0}, "7": {"precision": 0.6533546325878594, "recall": 1.0, "f1-score": 0.7903381642512077, "support": 818.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "9": {"precision": 1.0, "recall": 0.7964071856287425, "f1-score": 0.8866666666666667, "support": 167.0}, "accuracy": 0.8530901722391084, "macro avg": {"precision": 0.6279477572299568, "recall": 0.5317315474596767, "f1-score": 0.5258699929075684, "support": 2961.0}, "weighted avg": {"precision": 0.851870152014118, "recall": 0.8530901722391084, "f1-score": 0.8084312826937665, "support": 2961.0}}', 'Random Forest_classifier': 'Random Forest', 'dataset': 'Games.csv', 'Random Forest_best_params': '{"classifier__max_depth": 15, "classifier__min_samples_split": 5, "classifier__n_estimators": 50}', 'Logistic Regression_best_params': '{"classifier__C": 0.1, "classifier__penalty": "l2"}', 'num_features': '3', 'XGBoost_classifier': 'XGBoost', 'Logistic Regression_classification_report': '{"1": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 17.0}, "2": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 39.0}, "3": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 98.0}, "4": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 225.0}, "5": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 369.0}, "6": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 579.0}, "7": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 818.0}, "8": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 649.0}, "9": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 167.0}, "accuracy": 1.0, "macro avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}, "weighted avg": {"precision": 1.0, "recall": 1.0, "f1-score": 1.0, "support": 2961.0}}'}
---
Run ID: 6ccb3e18295744ce9c2146634cd3a602
Metrics: {}
Parameters: {}
---
Run ID: 36eac8cfdff744539cfa948232c94ddb
Metrics: {}
Parameters: {}
---
Run ID: 955cdae2ff264e1ca482e45f5ba8559a
Metrics: {'Logistic Regression_f1_test': 1.0, 'Random Forest_f1_test': 1.0}
Parameters: {'Random Forest_best_params': "{'classifier__max_depth': None, 'classifier__min_samples_split': 2, 'classifier__n_estimators': 50}", 'Logistic Regression_best_params': "{'classifier__C': 0.1, 'classifier__penalty': 'l2'}"}
---
Run ID: 1036ec52e67642409e237c834caecc5f
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